Queer Coded: Supervised ML to Predict LGBTQ+ Acceptance in American Neighborhoods

Final Project Progress Memo 2– STAT 301-3 Data Science 3 with R

Author

Vlad Nevirkovets, Sean Pascoe, Dylan Yan

Published

May 21, 2023

Feature Engineering Progress

Outcome Variable Re-Transformation

As noted in the previous memo, we originally planned to apply a log10 tranformation to our outcome variable, an index measuring how queer a ZCTA region was based on parameters defined in this dataset from data world1. However, the appearance of success from the log transformation was based off removal of 0 values, which got transformed to negative infinity. Examining the original data more closely, we find the following things:

  • Calculations for totindex (the index measure) are not always easily decipherable, and for a few ZCTAs seem to be wrong entirely
  • Some values are 0 when some of the queerness measures (e.g. number of same sex couples joint filing taxes) are positive
  • Some zipcodes that are included in the data actually don’t have people living in them (like 20535 and 94128)

To avoid this issue, we first dropped any zipcodes with \(<100\) habitants, and then recalculated our outcome variable, based on the following formula:

\[gayborhood\_index = 40*ss\_tax\_index + 40*ss\_live\_index + 10*parade + 10*bars\] where

  • \(ss\_tax\_index\) is a measure of what percent of couples filing jointly are same sex couples (normalized by the maximum value, on a 0 to 1 scale)
  • \(ss\_live\_index\) is a measure of what percent of unmarried couples living together are same sex couples (normalized by the maximum value, on a 0 to 1 scale)
  • \(parade\) is a boolean indicating if a pride parade passes through that zipcode (0 or 1)
  • \(bars\) is a measure of how many gay bars there are in that area (normalized by the maximum value, 20, on a 0 to 1 scale)

This calculation accurately repurposes the original dataset for our use, which is not as concerned with splitting up men and women as was the original article Men are from Chelsea, Women are from Park Slope.

We then used a Yeo-Johnson transformation with \(\lambda = -0.268\) to transform our data and improve normality. This transformation was chosen as it allows us to keep our 0 values, which have an important physical representation in this dataset, without greatly compromising normality:

Variable Transformations and Selection

Additionally, we employed a LASSO model with penalty = 0.05, which is a “strict” penalty as it removed over 75% of our initially selected variables. Here is a list of selected variables which will appear in recipes to predict the value of our outcome variable:

Data summary
Name train[, 2:11]
Number of rows 1713
Number of columns 10
_______________________
Column type frequency:
numeric 10
________________________
Group variables None

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100
gayborhood_index 0 1 1.09 0.50 0 0.77 1.08 1.41 2.6
estimate_sex_and_age_total_population 0 1 29591.70 19279.92 304 15253.00 26824.00 38830.00 114982.0
estimate_sex_and_age_total_population_male 0 1 14436.43 9404.58 194 7442.00 12986.00 18987.00 60595.0
estimate_sex_and_age_total_population_female 0 1 15155.27 9939.30 110 7846.00 13732.00 20095.00 58520.0
estimate_sex_and_age_under_5_years 0 1 1896.69 1502.35 0 846.00 1566.00 2521.00 12098.0
estimate_sex_and_age_5_to_9_years 0 1 1841.38 1431.04 0 825.00 1564.00 2478.00 10161.0
estimate_sex_and_age_10_to_14_years 0 1 1814.55 1407.43 0 812.00 1529.00 2414.00 9785.0
estimate_sex_and_age_15_to_19_years 0 1 1857.28 1497.53 0 785.00 1500.00 2449.00 10857.0
estimate_sex_and_age_20_to_24_years 0 1 2086.28 1829.05 0 850.00 1667.00 2801.00 18938.0
estimate_sex_and_age_25_to_34_years 0 1 4672.86 3638.25 9 2024.00 3941.00 6330.00 26926.0

A complete skim of the selected predictors is listed in the appendix. There are also a few variables which have missing values, which need to be imputed. We will use both KNN or Bagged Tree methods, and evaluate to see which method of imputation is more appropriate for this particular dataset. We expect that the flexibility of Bagged trees to be lend itself better to prediction, but note that KNN might be helpful for reducing runtimes.

Basic Recipe Steps

Our basic recipes will follow this formula:

  1. Update the role of zipcode to be an identification variable, rather than a predictor

  2. Dummy encode nominal predictors

  3. Impute missing values with EITHER KNN OR Bagged Trees

  4. Scale and center predictors around 0

  5. remove predictors with near-zero variance (> 95% the same)

In the initial steps of model fitting, we plan to continue experimenting with dimensionality reduction after our initial LASSO model, especially with the addition of interaction terms followed by PCA in our penalized elastic net models.

Assessment Measures

For assessment, we continue our plan to use RMSE as a base metric, but will also include the Concordance Correlation Coefficient (CCC) to report the ability of our model to capture variance in our target variable.

Current Results

Currently, we have fit both a null model and a random forest model on our data. The results from both are below:

Yeo Johnson Transform
Null Model
mean_RMSE Standard Error
0.503 0.00206
Log Transform
Random Forest Tuning Results
Grid Search Method
mtry min_n mean_RMSE Standard Error
1 2 0.592 0.00558
30 2 0.561 0.00607
60 2 0.559 0.00616
90 2 0.559 0.00614
120 2 0.560 0.00625
1 11 0.598 0.00564

Note that in both cases, the mean RMSE is similar, and reported on a transformed scale. Our current goal is to lower the Yeo-Johnson transformation value to 0.3, and we additionally plan on reporting RMSE for final model fits on the reverse transformed scale (although we will use the transformation for consistency through initial model selection).

Moving Forward

Our current model runtimes are as follows:

  • Null Model: ~10 seconds

  • Random Forest Model: 2.95 hours

Moving forward, we plan on reporting per fold/per model runtimes, but at this stage it is important to realize that we are within our computational limits with the ability to run a KNN-imputed random forest model in less than 3 hours. We are also planning on fititng the following model types:

  • Penalized Elastic Net Regression

  • K-Nearest Neighbors

  • Neural Networks

    • Basic neural networks using nnet in R
    • Using keras and Tensorflow from python through R
  • Multivariate Adaptive Regression Splines

  • Cubist ensemble regression

Additionally, once we select our primary model types for further analysis, we plan on using bayesian iteration to tune hyperparameters, such that we can ensure we get the best fit possible.

As mentioned in memo 1, because we have a large dataset with a regression analysis, we are generally avoiding the use of support vector machines.

Appendix

Full Skim of Selected Variables

Data summary
Name train
Number of rows 1713
Number of columns 587
_______________________
Column type frequency:
factor 2
numeric 585
________________________
Group variables None

Variable type: factor

skim_variable n_missing complete_rate ordered n_unique top_counts
zip_code 0 1 FALSE 1713 017: 1, 017: 1, 017: 1, 017: 1
any_open_park 0 1 FALSE 2 1: 1678, 0: 35

Variable type: numeric

skim_variable n_missing complete_rate mean sd p0 p25 p50 p75 p100
gayborhood_index 0 1.00 1.09 0.50 0.00 0.77 1.08 1.41 2.60000e+00
estimate_sex_and_age_total_population 0 1.00 29591.70 19279.92 304.00 15253.00 26824.00 38830.00 1.14982e+05
estimate_sex_and_age_total_population_male 0 1.00 14436.43 9404.58 194.00 7442.00 12986.00 18987.00 6.05950e+04
estimate_sex_and_age_total_population_female 0 1.00 15155.27 9939.30 110.00 7846.00 13732.00 20095.00 5.85200e+04
estimate_sex_and_age_under_5_years 0 1.00 1896.69 1502.35 0.00 846.00 1566.00 2521.00 1.20980e+04
estimate_sex_and_age_5_to_9_years 0 1.00 1841.38 1431.04 0.00 825.00 1564.00 2478.00 1.01610e+04
estimate_sex_and_age_10_to_14_years 0 1.00 1814.55 1407.43 0.00 812.00 1529.00 2414.00 9.78500e+03
estimate_sex_and_age_15_to_19_years 0 1.00 1857.28 1497.53 0.00 785.00 1500.00 2449.00 1.08570e+04
estimate_sex_and_age_20_to_24_years 0 1.00 2086.28 1829.05 0.00 850.00 1667.00 2801.00 1.89380e+04
estimate_sex_and_age_25_to_34_years 0 1.00 4672.86 3638.25 9.00 2024.00 3941.00 6330.00 2.69260e+04
estimate_sex_and_age_35_to_44_years 0 1.00 4161.46 2859.04 0.00 2045.00 3715.00 5547.00 1.84840e+04
estimate_sex_and_age_45_to_54_years 0 1.00 4109.09 2634.56 37.00 2148.00 3730.00 5491.00 1.51800e+04
estimate_sex_and_age_55_to_59_years 0 1.00 1868.79 1171.54 0.00 996.00 1673.00 2512.00 7.29800e+03
estimate_sex_and_age_60_to_64_years 0 1.00 1609.91 1013.37 0.00 855.00 1461.00 2158.00 6.36600e+03
estimate_sex_and_age_65_to_74_years 0 1.00 2051.52 1318.87 0.00 1082.00 1832.00 2767.00 8.81400e+03
estimate_sex_and_age_75_to_84_years 0 1.00 1101.19 786.45 0.00 529.00 930.00 1483.00 6.58500e+03
estimate_sex_and_age_85_years_and_over 0 1.00 520.69 412.63 0.00 225.00 425.00 711.00 2.98400e+03
estimate_sex_and_age_median_age_years 0 1.00 37.98 5.41 20.40 34.30 37.80 41.80 8.20000e+01
estimate_sex_and_age_18_years_and_over 0 1.00 22926.27 14674.72 293.00 12003.00 20648.00 30711.00 8.36090e+04
estimate_sex_and_age_21_years_and_over 0 1.00 21770.87 13881.51 286.00 11532.00 19642.00 29168.00 7.97810e+04
estimate_sex_and_age_62_years_and_over 0 1.00 4599.84 2981.41 0.00 2432.00 4117.00 6179.00 2.03880e+04
estimate_sex_and_age_65_years_and_over 0 1.00 3673.40 2427.96 0.00 1909.00 3237.00 4945.00 1.67000e+04
estimate_sex_and_age_18_years_and_over_2 0 1.00 22926.27 14674.72 293.00 12003.00 20648.00 30711.00 8.36090e+04
estimate_sex_and_age_18_years_and_over_male 0 1.00 11036.03 7070.26 183.00 5791.00 9968.00 14780.00 4.50490e+04
estimate_sex_and_age_18_years_and_over_female 0 1.00 11890.25 7681.77 110.00 6235.00 10677.00 15921.00 4.62570e+04
estimate_sex_and_age_65_years_and_over_2 0 1.00 3673.40 2427.96 0.00 1909.00 3237.00 4945.00 1.67000e+04
estimate_sex_and_age_65_years_and_over_male 0 1.00 1556.27 1006.01 0.00 820.00 1377.00 2110.00 6.83500e+03
estimate_sex_and_age_65_years_and_over_female 0 1.00 2117.13 1440.71 0.00 1069.00 1859.00 2824.00 9.87400e+03
estimate_race_total_population 0 1.00 29591.70 19279.92 304.00 15253.00 26824.00 38830.00 1.14982e+05
estimate_race_total_population_one_race 0 1.00 28640.41 18692.66 293.00 14867.00 25928.00 37690.00 1.12740e+05
estimate_race_total_population_two_or_more_races 0 1.00 951.29 897.84 0.00 332.00 724.00 1291.00 1.12180e+04
estimate_race_one_race 0 1.00 28640.41 18692.66 293.00 14867.00 25928.00 37690.00 1.12740e+05
estimate_race_one_race_white 0 1.00 17594.50 12451.67 80.00 8128.00 15276.00 24442.00 8.46560e+04
estimate_race_one_race_black_or_african_american 0 1.00 5193.38 9121.80 0.00 455.00 1500.00 5215.00 7.41300e+04
estimate_race_one_race_american_indian_and_alaska_native 0 1.00 119.62 177.01 0.00 15.00 64.00 158.00 3.16200e+03
estimate_race_one_race_american_indian_and_alaska_native_cherokee_tribal_grouping 0 1.00 9.53 25.40 0.00 0.00 0.00 9.00 4.52000e+02
estimate_race_one_race_american_indian_and_alaska_native_chippewa_tribal_grouping 0 1.00 1.95 9.14 0.00 0.00 0.00 0.00 1.34000e+02
estimate_race_one_race_american_indian_and_alaska_native_navajo_tribal_grouping 0 1.00 2.68 13.91 0.00 0.00 0.00 0.00 2.83000e+02
estimate_race_one_race_american_indian_and_alaska_native_sioux_tribal_grouping 0 1.00 2.80 13.34 0.00 0.00 0.00 0.00 2.40000e+02
estimate_race_one_race_asian 0 1.00 3017.77 4563.24 0.00 475.00 1435.00 3629.00 4.87210e+04
estimate_race_one_race_asian_asian_indian 0 1.00 593.83 1213.54 0.00 59.00 224.00 638.00 1.81050e+04
estimate_race_one_race_asian_chinese 0 1.00 907.13 2387.70 0.00 67.00 247.00 692.00 3.15000e+04
estimate_race_one_race_asian_filipino 0 1.00 446.77 1172.35 0.00 32.00 143.00 436.00 2.20860e+04
estimate_race_one_race_asian_japanese 0 1.00 124.31 315.97 0.00 0.00 30.00 129.00 6.03600e+03
estimate_race_one_race_asian_korean 0 1.00 309.51 790.54 0.00 18.00 97.00 301.00 1.24160e+04
estimate_race_one_race_asian_vietnamese 0 1.00 255.88 638.41 0.00 3.00 54.00 208.00 9.82400e+03
estimate_race_one_race_asian_other_asian 0 1.00 380.34 697.96 0.00 37.00 149.00 451.00 1.12880e+04
estimate_race_one_race_native_hawaiian_and_other_pacific_islander 0 1.00 46.80 144.05 0.00 0.00 0.00 31.00 1.65200e+03
estimate_race_one_race_native_hawaiian_and_other_pacific_islander_native_hawaiian 0 1.00 9.19 32.41 0.00 0.00 0.00 0.00 6.12000e+02
estimate_race_one_race_native_hawaiian_and_other_pacific_islander_guamanian_or_chamorro 0 1.00 7.20 27.06 0.00 0.00 0.00 0.00 3.04000e+02
estimate_race_one_race_native_hawaiian_and_other_pacific_islander_samoan 0 1.00 13.22 71.90 0.00 0.00 0.00 0.00 1.29600e+03
estimate_race_one_race_native_hawaiian_and_other_pacific_islander_other_pacific_islander 0 1.00 17.19 72.90 0.00 0.00 0.00 0.00 1.42400e+03
estimate_race_one_race_some_other_race 0 1.00 2668.34 5357.46 0.00 230.00 780.00 2406.00 5.54340e+04
estimate_race_two_or_more_races 0 1.00 951.29 897.84 0.00 332.00 724.00 1291.00 1.12180e+04
estimate_race_two_or_more_races_white_and_black_or_african_american 0 1.00 201.03 366.38 0.00 50.00 134.00 263.00 1.06150e+04
estimate_race_two_or_more_races_white_and_american_indian_and_alaska_native 0 1.00 114.52 161.31 0.00 18.00 64.00 144.00 2.19500e+03
estimate_race_two_or_more_races_white_and_asian 0 1.00 239.75 276.07 0.00 42.00 148.00 338.00 1.97200e+03
estimate_race_two_or_more_races_black_or_african_american_and_american_indian_and_alaska_native 0 1.00 33.67 65.75 0.00 0.00 7.00 40.00 9.61000e+02
estimate_race_race_alone_or_in_combination_with_one_or_more_other_races_total_population 0 1.00 29591.70 19279.92 304.00 15253.00 26824.00 38830.00 1.14982e+05
estimate_race_race_alone_or_in_combination_with_one_or_more_other_races_total_population_white 0 1.00 18358.48 12848.43 121.00 8533.00 15882.00 25362.00 8.60670e+04
estimate_race_race_alone_or_in_combination_with_one_or_more_other_races_total_population_black_or_african_american 0 1.00 5557.19 9325.60 0.00 602.00 1794.00 5847.00 7.51370e+04
estimate_race_race_alone_or_in_combination_with_one_or_more_other_races_total_population_american_indian_and_alaska_native 0 1.00 334.42 394.37 0.00 82.00 222.00 452.00 5.34500e+03
estimate_race_race_alone_or_in_combination_with_one_or_more_other_races_total_population_asian 0 1.00 3378.13 4798.53 0.00 608.00 1756.00 4132.00 4.96110e+04
estimate_race_race_alone_or_in_combination_with_one_or_more_other_races_total_population_native_hawaiian_and_other_pacific_islander 0 1.00 101.09 208.67 0.00 0.00 35.00 104.00 2.20900e+03
estimate_race_race_alone_or_in_combination_with_one_or_more_other_races_total_population_some_other_race 0 1.00 2902.55 5573.02 0.00 305.00 939.00 2727.00 5.62120e+04
estimate_hispanic_or_latino_and_race_total_population 0 1.00 29591.70 19279.92 304.00 15253.00 26824.00 38830.00 1.14982e+05
estimate_hispanic_or_latino_and_race_total_population_hispanic_or_latino_of_any_race 0 1.00 7935.68 11830.65 0.00 1141.00 3283.00 9154.00 9.35200e+04
estimate_hispanic_or_latino_and_race_total_population_hispanic_or_latino_of_any_race_mexican 0 1.00 3981.46 8244.71 0.00 221.00 904.00 3673.00 7.56640e+04
estimate_hispanic_or_latino_and_race_total_population_hispanic_or_latino_of_any_race_puerto_rican 0 1.00 770.94 2011.28 0.00 75.00 201.00 544.00 2.37730e+04
estimate_hispanic_or_latino_and_race_total_population_hispanic_or_latino_of_any_race_cuban 0 1.00 499.84 2918.76 0.00 17.00 65.00 159.00 5.88810e+04
estimate_hispanic_or_latino_and_race_total_population_hispanic_or_latino_of_any_race_other_hispanic_or_latino 0 1.00 2683.44 4720.42 0.00 342.00 995.00 2879.00 5.33080e+04
estimate_hispanic_or_latino_and_race_total_population_not_hispanic_or_latino 0 1.00 21656.02 14065.27 240.00 11128.00 19593.00 29194.00 8.71980e+04
estimate_hispanic_or_latino_and_race_total_population_not_hispanic_or_latino_white_alone 0 1.00 12845.78 10237.81 63.00 4832.00 10651.00 18325.00 6.28770e+04
estimate_hispanic_or_latino_and_race_total_population_not_hispanic_or_latino_black_or_african_american_alone 0 1.00 4979.56 8864.79 0.00 397.00 1405.00 4965.00 7.06120e+04
estimate_hispanic_or_latino_and_race_total_population_not_hispanic_or_latino_american_indian_and_alaska_native_alone 0 1.00 59.15 83.24 0.00 1.00 30.00 80.00 9.87000e+02
estimate_hispanic_or_latino_and_race_total_population_not_hispanic_or_latino_asian_alone 0 1.00 2991.64 4535.78 0.00 465.00 1424.00 3613.00 4.84800e+04
estimate_hispanic_or_latino_and_race_total_population_not_hispanic_or_latino_native_hawaiian_and_other_pacific_islander_alone 0 1.00 42.26 137.76 0.00 0.00 0.00 24.00 1.56600e+03
estimate_hispanic_or_latino_and_race_total_population_not_hispanic_or_latino_some_other_race_alone 0 1.00 112.50 404.47 0.00 8.00 44.00 114.00 1.15200e+04
estimate_hispanic_or_latino_and_race_total_population_not_hispanic_or_latino_two_or_more_races 0 1.00 625.14 560.88 0.00 214.00 465.00 868.00 3.93700e+03
estimate_hispanic_or_latino_and_race_total_population_not_hispanic_or_latino_two_or_more_races_two_races_including_some_other_race 0 1.00 44.95 91.75 0.00 0.00 18.00 55.00 1.59400e+03
estimate_hispanic_or_latino_and_race_total_population_not_hispanic_or_latino_two_or_more_races_two_races_excluding_some_other_race_and_three_or_more_races 0 1.00 580.19 531.93 0.00 194.00 429.00 800.00 3.85200e+03
estimate_total_housing_units 0 1.00 11738.77 7412.82 244.00 6205.00 10633.00 15572.00 4.79450e+04
estimate_citizen_voting_age_population_citizen_18_and_over_population 0 1.00 19303.28 11754.98 231.00 10312.00 17791.00 25707.00 7.08640e+04
estimate_citizen_voting_age_population_citizen_18_and_over_population_male 0 1.00 9191.21 5561.64 151.00 5043.00 8409.00 12231.00 3.14450e+04
estimate_citizen_voting_age_population_citizen_18_and_over_population_female 0 1.00 10112.06 6260.42 80.00 5262.00 9327.00 13400.00 4.01680e+04
estimate_housing_occupancy_total_housing_units 0 1.00 12501.16 7859.77 328.00 6597.00 11327.00 16677.00 4.78910e+04
estimate_housing_occupancy_total_housing_units_occupied_housing_units 0 1.00 11533.90 7169.13 234.00 6194.00 10473.00 15401.00 4.14180e+04
estimate_housing_occupancy_total_housing_units_vacant_housing_units 0 1.00 967.26 1143.80 0.00 328.00 636.00 1202.00 1.64300e+04
estimate_housing_occupancy_total_housing_units_homeowner_vacancy_rate 4 1.00 1.26 1.58 0.00 0.30 0.90 1.70 2.53000e+01
estimate_housing_occupancy_total_housing_units_rental_vacancy_rate 0 1.00 4.67 3.97 0.00 2.20 4.00 6.30 4.30000e+01
estimate_units_in_structure_total_housing_units 0 1.00 12501.16 7859.77 328.00 6597.00 11327.00 16677.00 4.78910e+04
estimate_units_in_structure_total_housing_units_1_unit_detached 0 1.00 5348.45 4315.94 0.00 2041.00 4527.00 7513.00 3.41180e+04
estimate_units_in_structure_total_housing_units_1_unit_attached 0 1.00 1084.05 1795.15 0.00 217.00 580.00 1236.00 2.09510e+04
estimate_units_in_structure_total_housing_units_2_units 0 1.00 695.65 1338.37 0.00 63.00 212.00 615.00 1.28520e+04
estimate_units_in_structure_total_housing_units_3_or_4_units 0 1.00 748.64 1136.24 0.00 134.00 371.00 843.00 1.01270e+04
estimate_units_in_structure_total_housing_units_5_to_9_units 0 1.00 783.26 987.22 0.00 152.00 489.00 1036.00 9.69700e+03
estimate_units_in_structure_total_housing_units_10_to_19_units 0 1.00 843.25 1011.29 0.00 153.00 512.00 1158.00 8.94400e+03
estimate_units_in_structure_total_housing_units_20_or_more_units 0 1.00 2828.96 4528.84 0.00 399.00 1227.00 3052.00 3.97020e+04
estimate_units_in_structure_total_housing_units_mobile_home 0 1.00 160.70 396.68 0.00 0.00 26.00 117.00 4.30100e+03
estimate_units_in_structure_total_housing_units_boat_rv_van_etc 0 1.00 8.20 25.95 0.00 0.00 0.00 0.00 4.00000e+02
estimate_year_structure_built_total_housing_units 0 1.00 12501.16 7859.77 328.00 6597.00 11327.00 16677.00 4.78910e+04
estimate_year_structure_built_total_housing_units_built_2020_or_later 0 1.00 20.84 51.77 0.00 0.00 0.00 22.00 7.73000e+02
estimate_year_structure_built_total_housing_units_built_2010_to_2019 0 1.00 888.93 1474.75 0.00 144.00 416.00 978.00 2.12130e+04
estimate_year_structure_built_total_housing_units_built_2000_to_2009 0 1.00 1260.85 1597.06 0.00 290.00 692.00 1654.00 1.45040e+04
estimate_year_structure_built_total_housing_units_built_1990_to_1999 0 1.00 1129.65 1277.81 0.00 311.00 691.00 1484.00 1.06290e+04
estimate_year_structure_built_total_housing_units_built_1980_to_1989 0 1.00 1349.51 1406.92 0.00 407.00 885.00 1775.00 1.00650e+04
estimate_year_structure_built_total_housing_units_built_1970_to_1979 0 1.00 1598.17 1500.40 0.00 538.00 1121.00 2242.00 1.25580e+04
estimate_year_structure_built_total_housing_units_built_1960_to_1969 0 1.00 1505.29 1358.95 0.00 512.00 1142.00 2095.00 1.01100e+04
estimate_year_structure_built_total_housing_units_built_1950_to_1959 0 1.00 1592.28 1565.32 0.00 388.00 1163.00 2300.00 1.37990e+04
estimate_year_structure_built_total_housing_units_built_1940_to_1949 0 1.00 835.12 1001.16 0.00 126.00 447.00 1255.00 8.99200e+03
estimate_year_structure_built_total_housing_units_built_1939_or_earlier 0 1.00 2320.53 3752.42 0.00 166.00 732.00 2802.00 2.88610e+04
estimate_rooms_total_housing_units 0 1.00 12501.16 7859.77 328.00 6597.00 11327.00 16677.00 4.78910e+04
estimate_rooms_total_housing_units_1_room 0 1.00 571.79 954.51 0.00 76.00 239.00 629.00 9.83800e+03
estimate_rooms_total_housing_units_2_rooms 0 1.00 637.66 897.60 0.00 105.00 316.00 783.00 8.45600e+03
estimate_rooms_total_housing_units_3_rooms 0 1.00 1807.38 2039.03 0.00 467.00 1148.00 2328.00 1.37660e+04
estimate_rooms_total_housing_units_4_rooms 0 1.00 2276.18 2029.36 0.00 785.00 1751.00 3168.00 1.48050e+04
estimate_rooms_total_housing_units_5_rooms 0 1.00 1996.07 1515.47 7.00 844.00 1704.00 2748.00 1.28060e+04
estimate_rooms_total_housing_units_6_rooms 0 1.00 1777.86 1294.79 0.00 858.00 1537.00 2388.00 1.07990e+04
estimate_rooms_total_housing_units_7_rooms 0 1.00 1184.58 869.86 0.00 557.00 1015.00 1633.00 5.98000e+03
estimate_rooms_total_housing_units_8_rooms 0 1.00 917.13 767.99 0.00 372.00 735.00 1279.00 6.96900e+03
estimate_rooms_total_housing_units_9_rooms_or_more 0 1.00 1332.52 1425.00 0.00 413.00 897.00 1747.00 1.42970e+04
estimate_rooms_total_housing_units_median_rooms 25 0.99 5.36 1.28 1.40 4.40 5.30 6.20 8.50000e+00
estimate_bedrooms_total_housing_units 0 1.00 12501.16 7859.77 328.00 6597.00 11327.00 16677.00 4.78910e+04
estimate_bedrooms_total_housing_units_no_bedroom 0 1.00 650.70 1106.68 0.00 91.00 267.00 697.00 1.16160e+04
estimate_bedrooms_total_housing_units_1_bedroom 0 1.00 2294.38 2636.08 0.00 579.00 1427.00 2927.00 1.82460e+04
estimate_bedrooms_total_housing_units_2_bedrooms 0 1.00 3334.80 2745.24 15.00 1263.00 2688.00 4677.00 1.75760e+04
estimate_bedrooms_total_housing_units_3_bedrooms 0 1.00 3711.39 2536.61 0.00 1813.00 3304.00 5009.00 1.80410e+04
estimate_bedrooms_total_housing_units_4_bedrooms 0 1.00 1898.62 1776.46 0.00 757.00 1425.00 2480.00 2.05650e+04
estimate_bedrooms_total_housing_units_5_or_more_bedrooms 0 1.00 611.27 694.46 0.00 181.00 392.00 784.00 6.91700e+03
estimate_housing_tenure_occupied_housing_units 0 1.00 11533.90 7169.13 234.00 6194.00 10473.00 15401.00 4.14180e+04
estimate_housing_tenure_occupied_housing_units_owner_occupied 0 1.00 6146.00 4010.34 0.00 3165.00 5461.00 8238.00 2.97470e+04
estimate_housing_tenure_occupied_housing_units_renter_occupied 0 1.00 5387.90 5084.74 22.00 1690.00 4021.00 7394.00 3.28930e+04
estimate_housing_tenure_occupied_housing_units_average_household_size_of_owner_occupied_unit 4 1.00 2.77 0.47 1.19 2.51 2.77 3.01 5.72000e+00
estimate_housing_tenure_occupied_housing_units_average_household_size_of_renter_occupied_unit 0 1.00 2.46 0.55 1.08 2.06 2.40 2.79 4.76000e+00
estimate_year_householder_moved_into_unit_occupied_housing_units 0 1.00 11533.90 7169.13 234.00 6194.00 10473.00 15401.00 4.14180e+04
estimate_year_householder_moved_into_unit_occupied_housing_units_moved_in_2019_or_later 0 1.00 1187.04 980.01 0.00 473.00 946.00 1616.00 6.40900e+03
estimate_year_householder_moved_into_unit_occupied_housing_units_moved_in_2015_to_2018 0 1.00 3436.26 2465.50 39.00 1578.00 2930.00 4723.00 1.60230e+04
estimate_year_householder_moved_into_unit_occupied_housing_units_moved_in_2010_to_2014 0 1.00 2049.41 1404.78 38.00 1023.00 1793.00 2759.00 9.93500e+03
estimate_year_householder_moved_into_unit_occupied_housing_units_moved_in_2000_to_2009 0 1.00 2304.47 1524.04 0.00 1171.00 2046.00 3047.00 9.76900e+03
estimate_year_householder_moved_into_unit_occupied_housing_units_moved_in_1990_to_1999 0 1.00 1277.38 898.50 0.00 616.00 1110.00 1720.00 5.99700e+03
estimate_year_householder_moved_into_unit_occupied_housing_units_moved_in_1989_and_earlier 0 1.00 1279.33 1025.65 0.00 574.00 1049.00 1704.00 9.39900e+03
estimate_vehicles_available_occupied_housing_units 0 1.00 11533.90 7169.13 234.00 6194.00 10473.00 15401.00 4.14180e+04
estimate_vehicles_available_occupied_housing_units_no_vehicles_available 0 1.00 1940.53 3707.26 0.00 289.00 684.00 1671.00 3.13490e+04
estimate_vehicles_available_occupied_housing_units_1_vehicle_available 0 1.00 4063.80 2900.93 39.00 1884.00 3450.00 5611.00 1.77280e+04
estimate_vehicles_available_occupied_housing_units_2_vehicles_available 0 1.00 3669.57 2509.02 0.00 1854.00 3298.00 5005.00 2.31520e+04
estimate_vehicles_available_occupied_housing_units_3_or_more_vehicles_available 0 1.00 1860.00 1591.96 0.00 678.00 1488.00 2536.00 1.06540e+04
estimate_house_heating_fuel_occupied_housing_units 0 1.00 11533.90 7169.13 234.00 6194.00 10473.00 15401.00 4.14180e+04
estimate_house_heating_fuel_occupied_housing_units_utility_gas 0 1.00 6726.75 5035.51 0.00 3045.00 5753.00 9190.00 3.17740e+04
estimate_house_heating_fuel_occupied_housing_units_bottled_tank_or_lp_gas 0 1.00 204.32 213.96 0.00 65.00 141.00 263.00 1.54200e+03
estimate_house_heating_fuel_occupied_housing_units_electricity 0 1.00 3752.84 3669.23 9.00 1084.00 2615.00 5267.00 2.45660e+04
estimate_house_heating_fuel_occupied_housing_units_fuel_oil_kerosene_etc 0 1.00 525.65 1248.10 0.00 0.00 37.00 434.00 1.60710e+04
estimate_house_heating_fuel_occupied_housing_units_coal_or_coke 0 1.00 2.85 11.51 0.00 0.00 0.00 0.00 2.12000e+02
estimate_house_heating_fuel_occupied_housing_units_wood 0 1.00 23.35 70.25 0.00 0.00 0.00 21.00 1.25300e+03
estimate_house_heating_fuel_occupied_housing_units_solar_energy 0 1.00 19.10 38.00 0.00 0.00 0.00 23.00 4.09000e+02
estimate_house_heating_fuel_occupied_housing_units_other_fuel 0 1.00 59.13 134.21 0.00 0.00 18.00 57.00 2.22300e+03
estimate_house_heating_fuel_occupied_housing_units_no_fuel_used 0 1.00 219.91 449.66 0.00 17.00 61.00 209.00 5.66900e+03
estimate_selected_characteristics_occupied_housing_units 0 1.00 11533.90 7169.13 234.00 6194.00 10473.00 15401.00 4.14180e+04
estimate_selected_characteristics_occupied_housing_units_lacking_complete_plumbing_facilities 0 1.00 44.21 86.21 0.00 0.00 21.00 57.00 1.65800e+03
estimate_selected_characteristics_occupied_housing_units_lacking_complete_kitchen_facilities 0 1.00 105.49 152.58 0.00 19.00 63.00 146.00 2.74000e+03
estimate_selected_characteristics_occupied_housing_units_no_telephone_service_available 0 1.00 124.47 133.55 0.00 32.00 88.00 174.00 1.40100e+03
estimate_occupants_per_room_occupied_housing_units 0 1.00 11533.90 7169.13 234.00 6194.00 10473.00 15401.00 4.14180e+04
estimate_occupants_per_room_occupied_housing_units_1_00_or_less 0 1.00 10903.04 6674.90 121.00 5940.00 9932.00 14361.00 3.95470e+04
estimate_occupants_per_room_occupied_housing_units_1_01_to_1_50 0 1.00 382.11 538.99 0.00 60.00 197.00 489.00 5.15400e+03
estimate_occupants_per_room_occupied_housing_units_1_51_or_more 0 1.00 248.76 409.74 0.00 26.00 112.00 293.00 4.71700e+03
estimate_value_owner_occupied_units 0 1.00 6146.00 4010.34 0.00 3165.00 5461.00 8238.00 2.97470e+04
estimate_value_owner_occupied_units_less_than_50_000 0 1.00 159.47 238.78 0.00 33.00 90.00 199.00 4.96900e+03
estimate_value_owner_occupied_units_50_000_to_99_999 0 1.00 196.40 430.21 0.00 15.00 55.00 165.00 5.05300e+03
estimate_value_owner_occupied_units_100_000_to_149_999 0 1.00 297.97 554.47 0.00 17.00 73.00 306.00 5.66100e+03
estimate_value_owner_occupied_units_150_000_to_199_999 0 1.00 428.19 728.80 0.00 25.00 119.00 538.00 7.80000e+03
estimate_value_owner_occupied_units_200_000_to_299_999 0 1.00 932.17 1314.10 0.00 109.00 402.00 1237.00 1.12320e+04
estimate_value_owner_occupied_units_300_000_to_499_999 0 1.00 1699.19 1845.30 0.00 338.00 1078.00 2436.00 1.57440e+04
estimate_value_owner_occupied_units_500_000_to_999_999 0 1.00 1763.06 1929.69 0.00 314.00 1092.00 2704.00 1.52400e+04
estimate_value_owner_occupied_units_1_000_000_or_more 0 1.00 669.55 1255.96 0.00 35.00 136.00 679.00 9.09300e+03
estimate_value_owner_occupied_units_median_dollars 27 0.98 511663.58 308795.24 32100.00 293325.00 446800.00 650900.00 1.89980e+06
estimate_mortgage_status_owner_occupied_units 0 1.00 6146.00 4010.34 0.00 3165.00 5461.00 8238.00 2.97470e+04
estimate_mortgage_status_owner_occupied_units_housing_units_with_a_mortgage 0 1.00 4077.89 2862.90 0.00 1932.00 3602.00 5540.00 2.16090e+04
estimate_mortgage_status_owner_occupied_units_housing_units_without_a_mortgage 0 1.00 2068.11 1385.84 0.00 1062.00 1821.00 2747.00 8.93800e+03
estimate_selected_monthly_owner_costs_smoc_housing_units_with_a_mortgage 0 1.00 4077.89 2862.90 0.00 1932.00 3602.00 5540.00 2.16090e+04
estimate_selected_monthly_owner_costs_smoc_housing_units_with_a_mortgage_less_than_500 0 1.00 19.47 36.08 0.00 0.00 8.00 27.00 7.30000e+02
estimate_selected_monthly_owner_costs_smoc_housing_units_with_a_mortgage_500_to_999 0 1.00 183.79 270.33 0.00 29.00 93.00 234.00 3.95600e+03
estimate_selected_monthly_owner_costs_smoc_housing_units_with_a_mortgage_1_000_to_1_499 0 1.00 540.69 629.92 0.00 118.00 313.00 726.00 4.97800e+03
estimate_selected_monthly_owner_costs_smoc_housing_units_with_a_mortgage_1_500_to_1_999 0 1.00 763.69 803.37 0.00 222.00 512.00 1027.00 7.20800e+03
estimate_selected_monthly_owner_costs_smoc_housing_units_with_a_mortgage_2_000_to_2_499 0 1.00 717.31 694.69 0.00 212.00 532.00 994.00 5.69500e+03
estimate_selected_monthly_owner_costs_smoc_housing_units_with_a_mortgage_2_500_to_2_999 0 1.00 577.42 545.81 0.00 176.00 433.00 818.00 5.25100e+03
estimate_selected_monthly_owner_costs_smoc_housing_units_with_a_mortgage_3_000_or_more 0 1.00 1275.53 1268.29 0.00 292.00 903.00 1896.00 9.28400e+03
estimate_selected_monthly_owner_costs_smoc_housing_units_with_a_mortgage_median_dollars 167 0.90 2413.26 681.91 864.00 1892.25 2377.50 2890.00 3.99400e+03
estimate_selected_monthly_owner_costs_smoc_housing_units_without_a_mortgage 0 1.00 2068.11 1385.84 0.00 1062.00 1821.00 2747.00 8.93800e+03
estimate_selected_monthly_owner_costs_smoc_housing_units_without_a_mortgage_less_than_250 0 1.00 119.44 212.09 0.00 15.00 51.00 136.00 3.85900e+03
estimate_selected_monthly_owner_costs_smoc_housing_units_without_a_mortgage_250_to_399 0 1.00 190.54 268.64 0.00 24.00 85.00 252.00 2.97800e+03
estimate_selected_monthly_owner_costs_smoc_housing_units_without_a_mortgage_400_to_599 0 1.00 357.29 388.49 0.00 71.00 232.00 520.00 2.78000e+03
estimate_selected_monthly_owner_costs_smoc_housing_units_without_a_mortgage_600_to_799 0 1.00 371.80 345.72 0.00 109.00 285.00 535.00 2.58000e+03
estimate_selected_monthly_owner_costs_smoc_housing_units_without_a_mortgage_800_to_999 0 1.00 312.93 291.55 0.00 101.00 230.00 432.00 2.25200e+03
estimate_selected_monthly_owner_costs_smoc_housing_units_without_a_mortgage_1_000_or_more 0 1.00 716.10 753.31 0.00 180.00 473.00 997.00 5.51400e+03
estimate_selected_monthly_owner_costs_smoc_housing_units_without_a_mortgage_median_dollars 158 0.91 828.77 279.13 108.00 613.00 794.00 1017.00 1.50000e+03
estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_units_with_a_mortgage_excluding_units_where_smocapi_cannot_be_computed 0 1.00 4057.26 2850.89 0.00 1929.00 3591.00 5481.00 2.15440e+04
estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_units_with_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_less_than_20_0_percent 0 1.00 1671.77 1316.63 0.00 721.00 1372.00 2289.00 9.89200e+03
estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_units_with_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_20_0_to_24_9_percent 0 1.00 628.12 496.69 0.00 267.00 523.00 869.00 4.08400e+03
estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_units_with_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_25_0_to_29_9_percent 0 1.00 441.08 349.68 0.00 188.00 369.00 604.00 3.13000e+03
estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_units_with_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_30_0_to_34_9_percent 0 1.00 301.96 234.41 0.00 130.00 251.00 418.00 1.57400e+03
estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_units_with_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_35_0_percent_or_more 0 1.00 1014.31 725.54 0.00 493.00 864.00 1394.00 6.09400e+03
estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_units_with_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_not_computed 0 1.00 20.63 31.44 0.00 0.00 9.00 29.00 3.54000e+02
estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_unit_without_a_mortgage_excluding_units_where_smocapi_cannot_be_computed 0 1.00 2040.59 1365.83 0.00 1044.00 1803.00 2706.00 8.91200e+03
estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_unit_without_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_less_than_10_0_percent 0 1.00 861.80 642.51 0.00 398.00 736.00 1151.00 4.11800e+03
estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_unit_without_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_10_0_to_14_9_percent 0 1.00 374.48 273.71 0.00 174.00 322.00 504.00 2.30600e+03
estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_unit_without_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_15_0_to_19_9_percent 0 1.00 216.65 165.09 0.00 95.00 182.00 298.00 1.09000e+03
estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_unit_without_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_20_0_to_24_9_percent 0 1.00 140.58 117.21 0.00 57.00 109.00 196.00 7.71000e+02
estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_unit_without_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_25_0_to_29_9_percent 0 1.00 93.10 85.39 0.00 33.00 71.00 130.00 7.88000e+02
estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_unit_without_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_30_0_to_34_9_percent 0 1.00 66.58 66.65 0.00 21.00 49.00 92.00 6.55000e+02
estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_unit_without_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_35_0_percent_or_more 0 1.00 287.40 243.08 0.00 124.00 226.00 382.00 2.47800e+03
estimate_selected_monthly_owner_costs_as_a_percentage_of_household_income_smocapi_housing_unit_without_a_mortgage_excluding_units_where_smocapi_cannot_be_computed_not_computed 0 1.00 27.52 41.50 0.00 0.00 15.00 37.00 4.74000e+02
estimate_gross_rent_occupied_units_paying_rent 0 1.00 5243.63 4994.93 17.00 1614.00 3887.00 7241.00 3.24310e+04
estimate_gross_rent_occupied_units_paying_rent_less_than_500 0 1.00 324.62 622.54 0.00 19.00 109.00 344.00 7.49300e+03
estimate_gross_rent_occupied_units_paying_rent_500_to_999 0 1.00 733.91 1078.23 0.00 99.00 317.00 901.00 1.26970e+04
estimate_gross_rent_occupied_units_paying_rent_1_000_to_1_499 0 1.00 1567.14 1720.18 0.00 328.00 1004.00 2185.00 1.19090e+04
estimate_gross_rent_occupied_units_paying_rent_1_500_to_1_999 0 1.00 1259.24 1327.77 0.00 290.00 860.00 1754.00 1.08540e+04
estimate_gross_rent_occupied_units_paying_rent_2_000_to_2_499 0 1.00 661.34 783.04 0.00 110.00 391.00 921.00 5.50700e+03
estimate_gross_rent_occupied_units_paying_rent_2_500_to_2_999 0 1.00 311.30 482.55 0.00 28.00 128.00 375.00 3.46000e+03
estimate_gross_rent_occupied_units_paying_rent_3_000_or_more 0 1.00 386.08 880.52 0.00 14.00 93.00 343.00 9.39500e+03
estimate_gross_rent_occupied_units_paying_rent_no_rent_paid 0 1.00 144.27 135.98 0.00 47.00 108.00 196.00 9.55000e+02
estimate_gross_rent_as_a_percentage_of_household_income_grapi_occupied_units_paying_rent_excluding_units_where_grapi_cannot_be_computed 0 1.00 5129.17 4872.71 17.00 1589.00 3788.00 7091.00 3.14810e+04
estimate_gross_rent_as_a_percentage_of_household_income_grapi_occupied_units_paying_rent_excluding_units_where_grapi_cannot_be_computed_less_than_15_0_percent 0 1.00 637.34 732.87 0.00 182.00 411.00 806.00 7.01600e+03
estimate_gross_rent_as_a_percentage_of_household_income_grapi_occupied_units_paying_rent_excluding_units_where_grapi_cannot_be_computed_15_0_to_19_9_percent 0 1.00 627.37 624.10 0.00 189.00 432.00 859.00 3.92100e+03
estimate_gross_rent_as_a_percentage_of_household_income_grapi_occupied_units_paying_rent_excluding_units_where_grapi_cannot_be_computed_20_0_to_24_9_percent 0 1.00 651.47 622.22 0.00 190.00 489.00 926.00 3.81000e+03
estimate_gross_rent_as_a_percentage_of_household_income_grapi_occupied_units_paying_rent_excluding_units_where_grapi_cannot_be_computed_25_0_to_29_9_percent 0 1.00 589.18 564.61 0.00 166.00 426.00 836.00 3.31800e+03
estimate_gross_rent_as_a_percentage_of_household_income_grapi_occupied_units_paying_rent_excluding_units_where_grapi_cannot_be_computed_30_0_to_34_9_percent 0 1.00 471.30 480.16 0.00 133.00 337.00 659.00 3.70800e+03
estimate_gross_rent_as_a_percentage_of_household_income_grapi_occupied_units_paying_rent_excluding_units_where_grapi_cannot_be_computed_35_0_percent_or_more 0 1.00 2152.52 2170.34 0.00 610.00 1530.00 2950.00 1.61940e+04
estimate_gross_rent_as_a_percentage_of_household_income_grapi_occupied_units_paying_rent_excluding_units_where_grapi_cannot_be_computed_not_computed 0 1.00 258.74 266.40 0.00 80.00 185.00 343.00 2.14500e+03
households_estimate_total 0 1.00 10743.23 6713.01 176.00 5793.00 9709.00 14235.00 4.34560e+04
families_estimate_total 0 1.00 6802.63 4384.79 74.00 3560.00 6106.00 9049.00 2.52060e+04
married_couple_families_estimate_total 0 1.00 4717.88 3062.63 56.00 2474.00 4229.00 6289.00 2.07810e+04
nonfamily_households_estimate_total 0 1.00 3940.60 3287.75 28.00 1653.00 3084.00 5314.00 2.57200e+04
households_estimate_less_than_10_000 0 1.00 6.55 4.92 0.00 3.30 5.20 8.10 4.22000e+01
families_estimate_less_than_10_000 0 1.00 4.25 3.99 0.00 1.60 3.10 5.70 4.27000e+01
married_couple_families_estimate_less_than_10_000 0 1.00 1.67 1.64 0.00 0.60 1.20 2.30 1.35000e+01
nonfamily_households_estimate_less_than_10_000 0 1.00 11.79 7.17 0.00 7.00 10.10 14.60 4.58000e+01
households_estimate_10_000_to_14_999 0 1.00 4.38 2.95 0.00 2.20 3.70 5.90 2.05000e+01
families_estimate_10_000_to_14_999 0 1.00 2.83 2.59 0.00 1.00 2.10 4.10 1.87000e+01
married_couple_families_estimate_10_000_to_14_999 0 1.00 1.67 1.92 0.00 0.40 1.00 2.30 1.86000e+01
nonfamily_households_estimate_10_000_to_14_999 0 1.00 7.87 4.73 0.00 4.50 7.00 10.40 3.43000e+01
households_estimate_15_000_to_24_999 0 1.00 8.62 4.37 0.00 5.30 8.00 11.50 2.44000e+01
families_estimate_15_000_to_24_999 0 1.00 6.94 5.26 0.00 2.70 5.50 10.20 3.09000e+01
married_couple_families_estimate_15_000_to_24_999 0 1.00 5.03 4.88 0.00 1.60 3.40 7.10 5.80000e+01
nonfamily_households_estimate_15_000_to_24_999 0 1.00 13.18 5.30 0.00 9.60 13.10 16.50 3.59000e+01
households_estimate_25_000_to_34_999 0 1.00 8.16 3.55 0.00 5.50 7.80 10.70 2.43000e+01
families_estimate_25_000_to_34_999 0 1.00 7.22 4.19 0.00 3.80 6.60 10.20 2.50000e+01
married_couple_families_estimate_25_000_to_34_999 0 1.00 5.91 4.08 0.00 2.80 4.90 8.30 2.11000e+01
nonfamily_households_estimate_25_000_to_34_999 0 1.00 10.57 4.07 0.00 7.90 10.50 13.00 3.06000e+01
households_estimate_35_000_to_49_999 0 1.00 11.26 3.89 0.00 8.40 11.30 14.10 2.37000e+01
families_estimate_35_000_to_49_999 0 1.00 10.30 4.65 0.00 6.60 10.20 13.90 2.39000e+01
married_couple_families_estimate_35_000_to_49_999 0 1.00 9.19 5.04 0.00 5.20 8.40 12.70 2.87000e+01
nonfamily_households_estimate_35_000_to_49_999 0 1.00 13.36 4.64 0.00 10.30 13.00 15.90 3.82000e+01
households_estimate_50_000_to_74_999 0 1.00 15.96 4.02 2.00 13.30 16.30 18.60 2.83000e+01
families_estimate_50_000_to_74_999 0 1.00 15.32 5.13 0.00 11.80 15.80 18.90 5.44000e+01
married_couple_families_estimate_50_000_to_74_999 0 1.00 15.19 6.28 0.00 10.40 15.30 19.70 5.44000e+01
nonfamily_households_estimate_50_000_to_74_999 0 1.00 16.53 5.23 0.00 13.40 16.60 19.70 5.16000e+01
households_estimate_75_000_to_99_999 0 1.00 11.98 3.33 3.30 9.80 12.00 14.20 2.85000e+01
families_estimate_75_000_to_99_999 0 1.00 12.55 4.08 0.00 9.70 12.60 15.40 3.41000e+01
married_couple_families_estimate_75_000_to_99_999 0 1.00 13.67 4.87 0.00 10.40 13.60 16.80 3.83000e+01
nonfamily_households_estimate_75_000_to_99_999 0 1.00 9.98 4.72 0.00 7.00 9.80 12.70 6.20000e+01
households_estimate_100_000_to_149_999 0 1.00 15.39 5.57 0.80 11.40 15.80 19.40 3.16000e+01
families_estimate_100_000_to_149_999 0 1.00 17.73 6.45 0.00 13.40 18.30 22.50 4.00000e+01
married_couple_families_estimate_100_000_to_149_999 0 1.00 20.56 6.48 0.00 16.20 20.80 25.10 4.52000e+01
nonfamily_households_estimate_100_000_to_149_999 0 1.00 9.49 5.80 0.00 5.40 8.90 12.80 6.43000e+01
households_estimate_150_000_to_199_999 0 1.00 7.53 4.45 0.00 3.90 7.10 10.60 2.63000e+01
families_estimate_150_000_to_199_999 0 1.00 9.33 5.33 0.00 4.90 9.00 13.30 3.08000e+01
married_couple_families_estimate_150_000_to_199_999 0 1.00 11.11 5.67 0.00 6.80 11.30 15.30 3.65000e+01
nonfamily_households_estimate_150_000_to_199_999 0 1.00 3.42 3.32 0.00 1.10 2.60 4.70 4.49000e+01
households_estimate_200_000_or_more 0 1.00 10.18 10.36 0.00 2.50 6.60 14.40 6.21000e+01
families_estimate_200_000_or_more 0 1.00 13.52 13.55 0.00 3.10 8.80 19.70 7.63000e+01
married_couple_families_estimate_200_000_or_more 0 1.00 16.00 14.78 0.00 4.30 11.30 23.50 8.13000e+01
nonfamily_households_estimate_200_000_or_more 0 1.00 3.80 4.84 0.00 0.70 2.20 4.90 4.26000e+01
households_estimate_median_income_dollars 4 1.00 73156.91 32387.38 12385.00 48820.00 68132.00 91013.00 2.26386e+05
families_estimate_median_income_dollars 7 1.00 88931.27 41777.11 15000.00 56477.00 81973.50 112575.00 2.47750e+05
married_couple_families_estimate_median_income_dollars 632 0.63 92669.03 37255.85 26848.00 63915.00 87404.00 112121.00 2.46806e+05
nonfamily_households_estimate_median_income_dollars 14 0.99 44960.34 18589.21 11118.00 32353.50 42308.00 53534.50 1.92560e+05
households_estimate_mean_income_dollars 0 1.00 98324.58 48421.03 28734.00 64804.00 87080.00 118799.00 4.41278e+05
families_estimate_mean_income_dollars 0 1.00 116065.30 61702.32 26162.00 72626.00 101194.00 140581.00 5.70723e+05
married_couple_families_estimate_mean_income_dollars 1561 0.09 83649.97 27289.75 41660.00 64951.00 80185.00 96014.50 1.79533e+05
nonfamily_households_estimate_mean_income_dollars 0 1.00 62252.53 27106.36 17627.00 44843.00 56586.00 73142.00 3.04243e+05
households_estimate_percent_imputed_household_income_in_the_past_12_months 0 1.00 32.58 8.38 7.30 26.80 31.50 37.30 6.76000e+01
families_estimate_percent_imputed_family_income_in_the_past_12_months 0 1.00 33.68 9.14 7.00 27.10 32.60 38.90 6.91000e+01
nonfamily_households_estimate_percent_imputed_nonfamily_income_in_the_past_12_months 0 1.00 28.79 7.95 0.00 23.30 27.90 33.50 6.47000e+01
count_open_parks 0 1.00 14.81 14.17 0.00 6.00 11.00 20.00 1.80000e+02
count_open_parks_tc10 0 1.00 7.74 3.08 0.00 6.00 10.00 10.00 1.00000e+01
count_open_parks_tc5 0 1.00 4.48 1.20 0.00 5.00 5.00 5.00 5.00000e+00
count_open_parks_tc3 0 1.00 2.97 0.79 0.00 3.00 3.00 3.00 5.00000e+00
zcta_area_sqmiles 0 1.00 12.47 27.21 0.01 2.44 5.28 10.77 3.24130e+02
tot_park_area 0 1.00 2612287.44 13306217.27 0.00 167172.50 585816.80 1675620.00 3.78000e+08
tot_park_area_sqmiles 0 1.00 1.01 5.14 0.00 0.06 0.23 0.65 1.45860e+02
prop_park_area_zcta 0 1.00 0.08 0.10 0.00 0.02 0.05 0.10 1.00000e+00
total_estimate_workers_16_years_and_over 0 1.00 14116.68 9006.87 157.00 7393.00 12783.00 18819.00 5.29050e+04
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over 0 1.00 8897.67 6126.71 9.00 4168.00 7958.00 12078.00 4.29260e+04
car_truck_or_van_carpooled_estimate_workers_16_years_and_over 0 1.00 1216.84 1015.97 0.00 498.00 956.00 1640.00 8.35800e+03
public_transportation_excluding_taxicab_estimate_workers_16_years_and_over 0 1.00 2376.38 4295.44 0.00 331.00 885.00 2320.00 3.57480e+04
total_estimate_age_16_to_19_years 0 1.00 2.32 1.68 0.00 1.40 2.10 2.90 2.80000e+01
car_truck_or_van_drove_alone_estimate_age_16_to_19_years 0 1.00 1.71 1.32 0.00 0.80 1.50 2.40 1.43000e+01
car_truck_or_van_carpooled_estimate_age_16_to_19_years 5 1.00 4.22 4.47 0.00 1.00 3.10 6.00 4.06000e+01
total_estimate_age_20_to_24_years 0 1.00 8.37 3.73 0.00 6.20 8.00 10.00 4.73000e+01
car_truck_or_van_drove_alone_estimate_age_20_to_24_years 0 1.00 7.32 3.44 0.00 5.30 7.10 9.00 4.99000e+01
car_truck_or_van_carpooled_estimate_age_20_to_24_years 5 1.00 9.22 6.64 0.00 4.90 8.70 12.60 6.90000e+01
total_estimate_age_25_to_44_years 0 1.00 45.79 9.63 3.20 39.80 45.30 51.10 8.41000e+01
car_truck_or_van_drove_alone_estimate_age_25_to_44_years 0 1.00 45.68 10.22 0.00 39.60 45.40 51.20 1.00000e+02
car_truck_or_van_carpooled_estimate_age_25_to_44_years 5 1.00 45.96 13.41 0.00 38.30 46.20 54.12 1.00000e+02
total_estimate_age_45_to_54_years 0 1.00 22.33 5.13 3.10 19.40 22.50 25.40 3.94000e+01
car_truck_or_van_drove_alone_estimate_age_45_to_54_years 0 1.00 23.11 5.51 0.00 20.30 23.30 26.20 5.64000e+01
car_truck_or_van_carpooled_estimate_age_45_to_54_years 5 1.00 21.64 9.71 0.00 16.00 20.65 26.00 1.00000e+02
total_estimate_age_55_to_59_years 0 1.00 9.49 2.90 0.00 7.60 9.40 11.30 2.89000e+01
car_truck_or_van_drove_alone_estimate_age_55_to_59_years 0 1.00 9.88 3.21 0.00 8.00 9.80 11.60 3.39000e+01
car_truck_or_van_carpooled_estimate_age_55_to_59_years 5 1.00 8.66 6.24 0.00 4.80 7.85 11.20 1.00000e+02
total_estimate_age_60_years_and_over 0 1.00 11.70 4.70 0.00 8.60 11.00 14.10 6.09000e+01
car_truck_or_van_drove_alone_estimate_age_60_years_and_over 0 1.00 12.30 5.33 0.00 8.90 11.50 14.70 6.28000e+01
car_truck_or_van_carpooled_estimate_age_60_years_and_over 5 1.00 10.31 8.11 0.00 5.50 8.70 13.30 1.00000e+02
total_estimate_median_age_years 0 1.00 41.99 4.56 22.30 39.30 42.10 45.10 6.29000e+01
car_truck_or_van_drove_alone_estimate_median_age_years 3 1.00 42.83 4.43 22.40 40.10 42.90 45.70 6.30000e+01
car_truck_or_van_carpooled_estimate_median_age_years 15 0.99 40.75 5.82 21.90 36.70 40.50 44.30 7.78000e+01
total_estimate_sex_male 0 1.00 53.03 4.25 35.30 50.70 53.00 55.50 7.32000e+01
car_truck_or_van_drove_alone_estimate_sex_male 0 1.00 54.08 5.78 31.30 51.00 53.50 56.60 1.00000e+02
car_truck_or_van_carpooled_estimate_sex_male 5 1.00 52.11 11.24 0.00 45.80 51.80 58.10 1.00000e+02
total_estimate_sex_female 0 1.00 46.97 4.25 26.80 44.50 47.00 49.30 6.47000e+01
car_truck_or_van_drove_alone_estimate_sex_female 0 1.00 45.92 5.78 0.00 43.40 46.50 49.00 6.87000e+01
car_truck_or_van_carpooled_estimate_sex_female 5 1.00 47.89 11.24 0.00 41.90 48.20 54.20 1.00000e+02
total_estimate_race_and_hispanic_or_latino_origin_one_race 0 1.00 97.66 1.70 70.20 96.90 98.00 98.80 1.00000e+02
car_truck_or_van_drove_alone_estimate_race_and_hispanic_or_latino_origin_one_race 0 1.00 97.83 1.72 75.50 97.10 98.20 99.00 1.00000e+02
car_truck_or_van_carpooled_estimate_race_and_hispanic_or_latino_origin_one_race 5 1.00 97.05 4.04 49.10 95.90 98.20 100.00 1.00000e+02
total_estimate_race_and_hispanic_or_latino_origin_one_race_white 0 1.00 65.80 24.09 1.30 52.10 72.40 84.70 1.00000e+02
car_truck_or_van_drove_alone_estimate_race_and_hispanic_or_latino_origin_one_race_white 0 1.00 67.13 24.42 0.00 53.00 74.40 86.30 1.00000e+02
car_truck_or_van_carpooled_estimate_race_and_hispanic_or_latino_origin_one_race_white 5 1.00 61.83 24.95 0.00 46.08 65.60 81.23 1.00000e+02
total_estimate_race_and_hispanic_or_latino_origin_one_race_black_or_african_american 0 1.00 14.70 21.55 0.00 2.10 5.30 16.60 9.74000e+01
car_truck_or_van_drove_alone_estimate_race_and_hispanic_or_latino_origin_one_race_black_or_african_american 0 1.00 14.73 21.93 0.00 1.80 5.10 16.80 9.79000e+01
car_truck_or_van_carpooled_estimate_race_and_hispanic_or_latino_origin_one_race_black_or_african_american 5 1.00 12.88 20.63 0.00 0.30 4.60 14.53 1.00000e+02
total_estimate_race_and_hispanic_or_latino_origin_one_race_american_indian_and_alaska_native 0 1.00 0.35 0.52 0.00 0.00 0.20 0.50 7.30000e+00
car_truck_or_van_drove_alone_estimate_race_and_hispanic_or_latino_origin_one_race_american_indian_and_alaska_native 0 1.00 0.31 0.57 0.00 0.00 0.10 0.40 8.80000e+00
car_truck_or_van_carpooled_estimate_race_and_hispanic_or_latino_origin_one_race_american_indian_and_alaska_native 5 1.00 0.45 1.19 0.00 0.00 0.00 0.20 1.38000e+01
total_estimate_race_and_hispanic_or_latino_origin_one_race_asian 0 1.00 9.87 10.58 0.00 2.60 6.50 13.50 7.31000e+01
car_truck_or_van_drove_alone_estimate_race_and_hispanic_or_latino_origin_one_race_asian 0 1.00 9.35 10.44 0.00 2.30 6.10 12.50 7.37000e+01
car_truck_or_van_carpooled_estimate_race_and_hispanic_or_latino_origin_one_race_asian 5 1.00 13.27 15.51 0.00 1.90 8.10 18.90 1.00000e+02
total_estimate_race_and_hispanic_or_latino_origin_one_race_native_hawaiian_and_other_pacific_islander 0 1.00 0.14 0.38 0.00 0.00 0.00 0.10 3.60000e+00
car_truck_or_van_drove_alone_estimate_race_and_hispanic_or_latino_origin_one_race_native_hawaiian_and_other_pacific_islander 0 1.00 0.13 0.38 0.00 0.00 0.00 0.10 3.70000e+00
car_truck_or_van_carpooled_estimate_race_and_hispanic_or_latino_origin_one_race_native_hawaiian_and_other_pacific_islander 5 1.00 0.16 0.91 0.00 0.00 0.00 0.00 2.21000e+01
total_estimate_race_and_hispanic_or_latino_origin_one_race_some_other_race 0 1.00 6.80 9.51 0.00 1.20 3.20 7.90 6.05000e+01
car_truck_or_van_drove_alone_estimate_race_and_hispanic_or_latino_origin_one_race_some_other_race 0 1.00 6.19 9.04 0.00 1.00 2.70 7.00 5.92000e+01
car_truck_or_van_carpooled_estimate_race_and_hispanic_or_latino_origin_one_race_some_other_race 5 1.00 8.47 11.86 0.00 0.00 3.70 11.80 7.48000e+01
total_estimate_race_and_hispanic_or_latino_origin_two_or_more_races 0 1.00 2.34 1.70 0.00 1.20 2.00 3.10 2.98000e+01
car_truck_or_van_drove_alone_estimate_race_and_hispanic_or_latino_origin_two_or_more_races 0 1.00 2.17 1.72 0.00 1.00 1.80 2.90 2.45000e+01
car_truck_or_van_carpooled_estimate_race_and_hispanic_or_latino_origin_two_or_more_races 5 1.00 2.95 4.04 0.00 0.00 1.80 4.10 5.09000e+01
total_estimate_hispanic_or_latino_origin_of_any_race 0 1.00 20.93 21.37 0.00 6.40 12.40 27.50 9.85000e+01
car_truck_or_van_drove_alone_estimate_hispanic_or_latino_origin_of_any_race 0 1.00 19.77 21.10 0.00 5.50 11.50 25.60 9.84000e+01
car_truck_or_van_carpooled_estimate_hispanic_or_latino_origin_of_any_race 5 1.00 26.26 25.21 0.00 7.10 18.10 38.65 1.00000e+02
total_estimate_white_alone_not_hispanic_or_latino 0 1.00 52.83 28.24 0.30 29.30 59.10 77.00 9.81000e+01
car_truck_or_van_drove_alone_estimate_white_alone_not_hispanic_or_latino 0 1.00 54.57 28.65 0.00 31.30 61.60 79.00 1.00000e+02
car_truck_or_van_carpooled_estimate_white_alone_not_hispanic_or_latino 5 1.00 45.77 28.99 0.00 19.28 47.40 69.50 1.00000e+02
total_estimate_nativity_and_citizenship_status_native 0 1.00 71.82 18.00 15.60 59.50 75.70 86.60 9.91000e+01
car_truck_or_van_drove_alone_estimate_nativity_and_citizenship_status_native 0 1.00 73.44 17.49 15.70 61.80 77.30 87.80 1.00000e+02
car_truck_or_van_carpooled_estimate_nativity_and_citizenship_status_native 5 1.00 63.43 22.30 0.00 46.00 64.85 81.80 1.00000e+02
total_estimate_nativity_and_citizenship_status_foreign_born 0 1.00 28.18 18.00 0.90 13.40 24.30 40.50 8.44000e+01
car_truck_or_van_drove_alone_estimate_nativity_and_citizenship_status_foreign_born 0 1.00 26.56 17.49 0.00 12.20 22.70 38.20 8.43000e+01
car_truck_or_van_carpooled_estimate_nativity_and_citizenship_status_foreign_born 5 1.00 36.57 22.30 0.00 18.20 35.15 54.00 1.00000e+02
total_estimate_nativity_and_citizenship_status_foreign_born_naturalized_u_s_citizen 0 1.00 14.40 9.89 0.00 6.70 12.00 19.80 5.75000e+01
car_truck_or_van_drove_alone_estimate_nativity_and_citizenship_status_foreign_born_naturalized_u_s_citizen 0 1.00 15.20 10.79 0.00 6.60 12.60 21.50 6.36000e+01
car_truck_or_van_carpooled_estimate_nativity_and_citizenship_status_foreign_born_naturalized_u_s_citizen 5 1.00 16.72 13.45 0.00 6.40 13.90 24.40 1.00000e+02
total_estimate_nativity_and_citizenship_status_foreign_born_not_a_u_s_citizen 0 1.00 13.78 11.26 0.00 5.30 10.80 19.30 6.48000e+01
car_truck_or_van_drove_alone_estimate_nativity_and_citizenship_status_foreign_born_not_a_u_s_citizen 0 1.00 11.36 9.47 0.00 4.40 8.70 15.60 5.26000e+01
car_truck_or_van_carpooled_estimate_nativity_and_citizenship_status_foreign_born_not_a_u_s_citizen 5 1.00 19.85 16.86 0.00 6.80 15.75 29.22 1.00000e+02
total_estimate_language_spoken_at_home_and_ability_to_speak_english_speak_language_other_than_english 0 1.00 33.21 21.91 1.20 16.10 27.80 47.00 9.71000e+01
car_truck_or_van_drove_alone_estimate_language_spoken_at_home_and_ability_to_speak_english_speak_language_other_than_english 0 1.00 31.84 21.94 0.00 14.60 26.10 44.50 1.00000e+02
car_truck_or_van_carpooled_estimate_language_spoken_at_home_and_ability_to_speak_english_speak_language_other_than_english 5 1.00 42.24 25.18 0.00 21.10 40.70 62.10 1.00000e+02
total_estimate_language_spoken_at_home_and_ability_to_speak_english_speak_language_other_than_english_speak_english_very_well 0 1.00 19.30 10.95 0.00 10.90 17.80 26.10 6.75000e+01
car_truck_or_van_drove_alone_estimate_language_spoken_at_home_and_ability_to_speak_english_speak_language_other_than_english_speak_english_very_well 0 1.00 19.60 12.11 0.00 10.40 17.30 26.80 1.00000e+02
car_truck_or_van_carpooled_estimate_language_spoken_at_home_and_ability_to_speak_english_speak_language_other_than_english_speak_english_very_well 5 1.00 21.10 13.28 0.00 10.90 20.00 29.30 1.00000e+02
total_estimate_language_spoken_at_home_and_ability_to_speak_english_speak_language_other_than_english_speak_english_less_than_very_well 0 1.00 13.90 13.12 0.00 4.10 9.20 20.40 6.90000e+01
car_truck_or_van_drove_alone_estimate_language_spoken_at_home_and_ability_to_speak_english_speak_language_other_than_english_speak_english_less_than_very_well 0 1.00 12.24 11.85 0.00 3.30 8.20 17.70 6.50000e+01
car_truck_or_van_carpooled_estimate_language_spoken_at_home_and_ability_to_speak_english_speak_language_other_than_english_speak_english_less_than_very_well 5 1.00 21.14 18.25 0.00 5.97 16.35 32.10 1.00000e+02
total_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings 0 1.00 14115.00 9006.16 157.00 7393.00 12783.00 18819.00 5.29050e+04
car_truck_or_van_drove_alone_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings 0 1.00 8896.94 6126.25 9.00 4168.00 7958.00 12078.00 4.29040e+04
car_truck_or_van_carpooled_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings 0 1.00 1216.59 1015.87 0.00 498.00 955.00 1640.00 8.35800e+03
public_transportation_excluding_taxicab_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings 0 1.00 2376.27 4295.33 0.00 331.00 885.00 2320.00 3.57480e+04
total_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_1_to_9_999_or_loss 0 1.00 11.58 4.31 1.50 9.10 11.00 13.30 5.58000e+01
car_truck_or_van_drove_alone_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_1_to_9_999_or_loss 0 1.00 9.41 3.57 0.00 7.40 9.20 11.30 4.94000e+01
car_truck_or_van_carpooled_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_1_to_9_999_or_loss 5 1.00 14.91 8.06 0.00 9.90 14.20 19.12 7.50000e+01
total_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_10_000_to_14_999 0 1.00 6.83 3.13 0.00 4.60 6.20 8.50 2.70000e+01
car_truck_or_van_drove_alone_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_10_000_to_14_999 0 1.00 6.03 2.90 0.00 4.30 5.60 7.50 2.36000e+01
car_truck_or_van_carpooled_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_10_000_to_14_999 5 1.00 7.80 5.92 0.00 3.60 6.80 11.12 4.40000e+01
total_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_15_000_to_24_999 0 1.00 13.49 6.27 0.00 8.80 12.10 17.10 4.41000e+01
car_truck_or_van_drove_alone_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_15_000_to_24_999 0 1.00 12.59 6.12 0.00 8.40 11.40 16.10 4.13000e+01
car_truck_or_van_carpooled_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_15_000_to_24_999 5 1.00 16.02 10.12 0.00 8.80 15.10 21.90 1.00000e+02
total_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_25_000_to_34_999 0 1.00 11.98 4.19 0.00 8.70 12.00 15.20 2.41000e+01
car_truck_or_van_drove_alone_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_25_000_to_34_999 0 1.00 12.20 4.75 0.00 8.70 12.20 15.60 2.84000e+01
car_truck_or_van_carpooled_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_25_000_to_34_999 5 1.00 12.72 7.36 0.00 7.80 12.50 17.02 6.47000e+01
total_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_35_000_to_49_999 0 1.00 14.32 3.74 2.00 12.00 14.40 16.80 3.56000e+01
car_truck_or_van_drove_alone_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_35_000_to_49_999 0 1.00 15.28 4.50 0.00 12.50 15.60 18.20 3.54000e+01
car_truck_or_van_carpooled_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_35_000_to_49_999 5 1.00 13.35 7.00 0.00 8.90 13.10 17.20 5.36000e+01
total_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_50_000_to_64_999 0 1.00 11.76 3.10 0.00 9.80 11.90 13.80 3.07000e+01
car_truck_or_van_drove_alone_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_50_000_to_64_999 0 1.00 12.66 3.75 0.00 10.60 12.80 14.80 5.45000e+01
car_truck_or_van_carpooled_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_50_000_to_64_999 5 1.00 10.39 6.81 0.00 6.00 9.60 13.70 7.91000e+01
total_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_65_000_to_74_999 0 1.00 5.22 1.91 0.00 4.00 5.30 6.40 1.72000e+01
car_truck_or_van_drove_alone_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_65_000_to_74_999 0 1.00 5.63 3.22 0.00 4.20 5.60 6.90 1.00000e+02
car_truck_or_van_carpooled_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_65_000_to_74_999 5 1.00 4.42 4.78 0.00 1.50 3.50 6.20 1.00000e+02
total_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_75_000_or_more 0 1.00 24.82 15.00 1.10 12.40 22.60 35.40 7.91000e+01
car_truck_or_van_drove_alone_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_75_000_or_more 0 1.00 26.19 15.65 0.00 13.70 23.60 36.30 1.00000e+02
car_truck_or_van_carpooled_estimate_earnings_in_the_past_12_months_in_2015_inflation_adjusted_dollars_for_workers_workers_16_years_and_over_with_earnings_75_000_or_more 5 1.00 20.38 16.85 0.00 7.40 16.00 29.50 1.00000e+02
total_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined 0 1.00 14058.18 8996.00 157.00 7376.00 12754.00 18787.00 5.29050e+04
car_truck_or_van_drove_alone_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined 0 1.00 8887.39 6126.48 9.00 4164.00 7951.00 12078.00 4.29260e+04
car_truck_or_van_carpooled_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined 0 1.00 1214.62 1016.44 0.00 491.00 953.00 1639.00 8.35800e+03
public_transportation_excluding_taxicab_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined 0 1.00 2369.86 4289.13 0.00 330.00 883.00 2316.00 3.57480e+04
total_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined_below_100_percent_of_the_poverty_level 0 1.00 6.26 4.93 0.00 2.70 4.90 8.60 4.56000e+01
car_truck_or_van_drove_alone_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined_below_100_percent_of_the_poverty_level 0 1.00 4.95 4.06 0.00 2.10 3.90 6.90 4.71000e+01
car_truck_or_van_carpooled_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined_below_100_percent_of_the_poverty_level 5 1.00 7.17 6.85 0.00 1.90 5.65 10.50 7.50000e+01
total_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined_100_to_149_percent_of_the_poverty_level 0 1.00 5.95 4.42 0.00 2.60 4.70 8.40 3.80000e+01
car_truck_or_van_drove_alone_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined_100_to_149_percent_of_the_poverty_level 0 1.00 5.16 4.06 0.00 2.20 4.00 7.30 3.55000e+01
car_truck_or_van_carpooled_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined_100_to_149_percent_of_the_poverty_level 5 1.00 7.18 7.05 0.00 1.60 5.40 11.00 6.37000e+01
total_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined_at_or_above_150_percent_of_the_poverty_level 0 1.00 87.79 8.84 47.30 83.00 90.40 94.60 1.00000e+02
car_truck_or_van_drove_alone_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined_at_or_above_150_percent_of_the_poverty_level 0 1.00 89.89 7.58 46.70 86.00 92.00 95.50 1.00000e+02
car_truck_or_van_carpooled_estimate_poverty_status_in_the_past_12_months_workers_16_years_and_over_for_whom_poverty_status_is_determined_at_or_above_150_percent_of_the_poverty_level 5 1.00 85.66 11.50 25.00 78.77 88.25 94.60 1.00000e+02
total_estimate_workers_16_years_and_over_2 0 1.00 14116.68 9006.87 157.00 7393.00 12783.00 18819.00 5.29050e+04
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_2 0 1.00 8897.67 6126.71 9.00 4168.00 7958.00 12078.00 4.29260e+04
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_2 0 1.00 1216.84 1015.97 0.00 498.00 956.00 1640.00 8.35800e+03
public_transportation_excluding_taxicab_estimate_workers_16_years_and_over_2 0 1.00 2376.38 4295.44 0.00 331.00 885.00 2320.00 3.57480e+04
total_estimate_workers_16_years_and_over_occupation_management_business_science_and_arts_occupations 0 1.00 43.11 16.61 7.70 29.90 42.50 55.50 8.58000e+01
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_occupation_management_business_science_and_arts_occupations 0 1.00 43.97 16.47 8.60 31.00 42.70 55.90 1.00000e+02
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_occupation_management_business_science_and_arts_occupations 5 1.00 38.22 19.71 0.00 23.00 35.45 50.92 1.00000e+02
total_estimate_workers_16_years_and_over_occupation_service_occupations 0 1.00 16.84 7.19 0.00 11.40 16.00 21.60 4.07000e+01
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_occupation_service_occupations 0 1.00 15.32 6.22 0.00 11.20 14.90 19.50 4.17000e+01
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_occupation_service_occupations 5 1.00 18.22 10.02 0.00 11.40 17.70 24.60 8.61000e+01
total_estimate_workers_16_years_and_over_occupation_sales_and_office_occupations 0 1.00 23.55 4.31 8.30 20.90 23.80 26.30 3.84000e+01
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_occupation_sales_and_office_occupations 0 1.00 23.28 5.20 0.00 20.50 23.70 26.40 5.86000e+01
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_occupation_sales_and_office_occupations 5 1.00 22.28 10.01 0.00 16.40 21.60 27.20 1.00000e+02
total_estimate_workers_16_years_and_over_occupation_natural_resources_construction_and_maintenance_occupations 0 1.00 7.04 4.70 0.00 3.70 6.40 9.30 3.04000e+01
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_occupation_natural_resources_construction_and_maintenance_occupations 0 1.00 7.23 4.50 0.00 4.10 6.80 9.60 4.71000e+01
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_occupation_natural_resources_construction_and_maintenance_occupations 5 1.00 10.34 9.40 0.00 3.40 8.20 15.00 6.27000e+01
total_estimate_workers_16_years_and_over_occupation_production_transportation_and_material_moving_occupations 0 1.00 9.34 5.99 0.00 4.70 8.20 12.80 3.56000e+01
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_occupation_production_transportation_and_material_moving_occupations 0 1.00 10.08 6.50 0.00 5.10 8.90 14.00 4.49000e+01
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_occupation_production_transportation_and_material_moving_occupations 5 1.00 10.85 8.88 0.00 4.20 9.20 15.60 5.91000e+01
total_estimate_workers_16_years_and_over_occupation_military_specific_occupations 0 1.00 0.12 0.85 0.00 0.00 0.00 0.10 2.47000e+01
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_occupation_military_specific_occupations 0 1.00 0.12 0.75 0.00 0.00 0.00 0.00 2.31000e+01
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_occupation_military_specific_occupations 5 1.00 0.10 0.81 0.00 0.00 0.00 0.00 1.81000e+01
total_estimate_industry_agriculture_forestry_fishing_and_hunting_and_mining 0 1.00 0.73 1.54 0.00 0.10 0.20 0.70 1.71000e+01
car_truck_or_van_drove_alone_estimate_industry_agriculture_forestry_fishing_and_hunting_and_mining 0 1.00 0.69 1.51 0.00 0.00 0.20 0.70 1.68000e+01
car_truck_or_van_carpooled_estimate_industry_agriculture_forestry_fishing_and_hunting_and_mining 5 1.00 0.79 2.26 0.00 0.00 0.00 0.60 3.39000e+01
total_estimate_industry_construction 0 1.00 5.70 3.65 0.00 3.20 5.10 7.20 2.78000e+01
car_truck_or_van_drove_alone_estimate_industry_construction 0 1.00 5.72 3.42 0.00 3.50 5.20 7.20 4.55000e+01
car_truck_or_van_carpooled_estimate_industry_construction 5 1.00 8.90 9.03 0.00 2.60 6.55 12.43 1.00000e+02
total_estimate_industry_manufacturing 0 1.00 7.72 4.16 0.00 4.60 7.00 10.40 2.67000e+01
car_truck_or_van_drove_alone_estimate_industry_manufacturing 0 1.00 8.29 4.31 0.00 5.00 7.80 11.00 2.97000e+01
car_truck_or_van_carpooled_estimate_industry_manufacturing 5 1.00 8.50 7.43 0.00 3.20 6.90 12.20 5.45000e+01
total_estimate_industry_wholesale_trade 0 1.00 2.92 1.57 0.00 1.90 2.70 3.70 1.53000e+01
car_truck_or_van_drove_alone_estimate_industry_wholesale_trade 0 1.00 3.22 1.95 0.00 2.00 3.00 4.10 2.54000e+01
car_truck_or_van_carpooled_estimate_industry_wholesale_trade 5 1.00 3.02 4.17 0.00 0.00 1.90 4.30 6.13000e+01
total_estimate_industry_retail_trade 0 1.00 10.28 2.81 0.00 8.60 10.40 12.10 2.67000e+01
car_truck_or_van_drove_alone_estimate_industry_retail_trade 0 1.00 10.17 3.28 0.00 8.20 10.40 12.20 3.25000e+01
car_truck_or_van_carpooled_estimate_industry_retail_trade 5 1.00 10.05 6.31 0.00 6.00 9.50 13.20 4.77000e+01
total_estimate_industry_transportation_and_warehousing_and_utilities 0 1.00 5.18 2.94 0.00 3.00 4.80 6.90 1.86000e+01
car_truck_or_van_drove_alone_estimate_industry_transportation_and_warehousing_and_utilities 0 1.00 6.11 3.93 0.00 3.30 5.50 8.00 3.47000e+01
car_truck_or_van_carpooled_estimate_industry_transportation_and_warehousing_and_utilities 5 1.00 4.44 4.51 0.00 1.10 3.40 6.30 3.50000e+01
total_estimate_industry_information_and_finance_and_insurance_and_real_estate_and_rental_and_leasing 0 1.00 11.08 5.41 0.00 7.50 10.00 13.10 5.51000e+01
car_truck_or_van_drove_alone_estimate_industry_information_and_finance_and_insurance_and_real_estate_and_rental_and_leasing 0 1.00 10.22 4.59 0.00 7.30 9.40 12.20 4.71000e+01
car_truck_or_van_carpooled_estimate_industry_information_and_finance_and_insurance_and_real_estate_and_rental_and_leasing 5 1.00 8.57 8.63 0.00 3.70 6.70 11.00 1.00000e+02
total_estimate_industry_professional_scientific_management_and_administrative_and_waste_management_services 0 1.00 14.63 5.57 2.60 10.60 13.20 17.50 4.24000e+01
car_truck_or_van_drove_alone_estimate_industry_professional_scientific_management_and_administrative_and_waste_management_services 0 1.00 12.96 5.83 0.00 9.30 11.70 15.20 1.00000e+02
car_truck_or_van_carpooled_estimate_industry_professional_scientific_management_and_administrative_and_waste_management_services 5 1.00 13.17 8.50 0.00 8.00 11.90 16.90 1.00000e+02
total_estimate_industry_educational_services_and_health_care_and_social_assistance 0 1.00 22.66 6.38 4.00 18.30 21.70 26.30 4.91000e+01
car_truck_or_van_drove_alone_estimate_industry_educational_services_and_health_care_and_social_assistance 0 1.00 24.47 7.07 0.00 19.70 23.40 28.60 5.50000e+01
car_truck_or_van_carpooled_estimate_industry_educational_services_and_health_care_and_social_assistance 5 1.00 22.64 11.37 0.00 14.70 21.60 28.70 1.00000e+02
total_estimate_industry_arts_entertainment_and_recreation_and_accommodation_and_food_services 0 1.00 9.20 3.58 0.00 6.80 8.60 10.90 2.94000e+01
car_truck_or_van_drove_alone_estimate_industry_arts_entertainment_and_recreation_and_accommodation_and_food_services 0 1.00 8.18 3.37 0.00 6.00 7.80 9.90 4.21000e+01
car_truck_or_van_carpooled_estimate_industry_arts_entertainment_and_recreation_and_accommodation_and_food_services 5 1.00 10.12 7.23 0.00 5.50 9.25 13.40 1.00000e+02
total_estimate_industry_other_services_except_public_administration 0 1.00 5.20 1.86 0.00 4.00 5.00 6.10 1.67000e+01
car_truck_or_van_drove_alone_estimate_industry_other_services_except_public_administration 0 1.00 4.98 2.01 0.00 3.80 4.90 6.00 1.92000e+01
car_truck_or_van_carpooled_estimate_industry_other_services_except_public_administration 5 1.00 5.41 4.95 0.00 2.10 4.70 7.50 7.50000e+01
total_estimate_industry_public_administration 0 1.00 4.49 3.53 0.00 2.50 3.60 5.10 3.20000e+01
car_truck_or_van_drove_alone_estimate_industry_public_administration 0 1.00 4.73 3.48 0.00 2.60 3.90 5.70 3.33000e+01
car_truck_or_van_carpooled_estimate_industry_public_administration 5 1.00 4.15 5.57 0.00 0.70 2.50 5.20 5.62000e+01
total_estimate_industry_armed_forces 0 1.00 0.24 1.86 0.00 0.00 0.00 0.10 5.97000e+01
car_truck_or_van_drove_alone_estimate_industry_armed_forces 0 1.00 0.25 1.79 0.00 0.00 0.00 0.10 5.65000e+01
car_truck_or_van_carpooled_estimate_industry_armed_forces 5 1.00 0.24 2.45 0.00 0.00 0.00 0.00 8.87000e+01
total_estimate_class_of_worker_private_wage_and_salary_workers 0 1.00 80.34 6.19 16.20 77.60 81.30 84.20 1.00000e+02
car_truck_or_van_drove_alone_estimate_class_of_worker_private_wage_and_salary_workers 0 1.00 80.18 6.60 19.50 77.10 81.20 84.30 1.00000e+02
car_truck_or_van_carpooled_estimate_class_of_worker_private_wage_and_salary_workers 5 1.00 79.93 10.83 0.00 74.57 81.35 87.00 1.00000e+02
total_estimate_class_of_worker_government_workers 0 1.00 13.15 6.32 0.00 9.20 12.10 15.50 8.33000e+01
car_truck_or_van_drove_alone_estimate_class_of_worker_government_workers 0 1.00 14.38 6.63 0.00 10.10 13.30 17.10 8.05000e+01
car_truck_or_van_carpooled_estimate_class_of_worker_government_workers 5 1.00 13.25 10.03 0.00 6.70 11.10 17.33 1.00000e+02
total_estimate_class_of_worker_self_employed_workers_in_own_not_incorporated_business 0 1.00 6.37 2.99 0.00 4.30 5.90 7.90 2.54000e+01
car_truck_or_van_drove_alone_estimate_class_of_worker_self_employed_workers_in_own_not_incorporated_business 0 1.00 5.34 2.81 0.00 3.40 4.80 6.70 2.35000e+01
car_truck_or_van_carpooled_estimate_class_of_worker_self_employed_workers_in_own_not_incorporated_business 5 1.00 6.54 5.74 0.00 2.60 5.40 9.20 5.66000e+01
total_estimate_class_of_worker_unpaid_family_workers 0 1.00 0.14 0.21 0.00 0.00 0.10 0.20 3.30000e+00
car_truck_or_van_drove_alone_estimate_class_of_worker_unpaid_family_workers 0 1.00 0.10 0.22 0.00 0.00 0.00 0.10 3.10000e+00
car_truck_or_van_carpooled_estimate_class_of_worker_unpaid_family_workers 5 1.00 0.28 1.00 0.00 0.00 0.00 0.00 1.81000e+01
total_estimate_place_of_work_worked_in_state_of_residence 0 1.00 94.04 10.46 28.50 95.00 98.60 99.40 1.00000e+02
car_truck_or_van_drove_alone_estimate_place_of_work_worked_in_state_of_residence 0 1.00 94.10 10.38 0.00 94.10 98.80 99.60 1.00000e+02
car_truck_or_van_carpooled_estimate_place_of_work_worked_in_state_of_residence 5 1.00 92.96 12.78 0.00 92.90 98.60 100.00 1.00000e+02
total_estimate_place_of_work_worked_in_state_of_residence_worked_in_county_of_residence 0 1.00 67.70 20.78 12.00 50.50 66.40 88.50 9.94000e+01
car_truck_or_van_drove_alone_estimate_place_of_work_worked_in_state_of_residence_worked_in_county_of_residence 0 1.00 65.23 21.25 0.00 49.30 63.40 86.10 9.95000e+01
car_truck_or_van_carpooled_estimate_place_of_work_worked_in_state_of_residence_worked_in_county_of_residence 5 1.00 65.20 23.16 0.00 47.18 65.90 87.70 1.00000e+02
total_estimate_place_of_work_worked_in_state_of_residence_worked_outside_county_of_residence 0 1.00 26.35 19.18 0.00 7.70 24.50 41.40 8.46000e+01
car_truck_or_van_drove_alone_estimate_place_of_work_worked_in_state_of_residence_worked_outside_county_of_residence 0 1.00 28.86 19.45 0.00 9.80 28.70 43.60 1.00000e+02
car_truck_or_van_carpooled_estimate_place_of_work_worked_in_state_of_residence_worked_outside_county_of_residence 5 1.00 27.76 21.00 0.00 8.50 24.90 43.50 1.00000e+02
total_estimate_place_of_work_worked_outside_state_of_residence 0 1.00 5.96 10.46 0.00 0.60 1.40 5.00 7.15000e+01
car_truck_or_van_drove_alone_estimate_place_of_work_worked_outside_state_of_residence 0 1.00 5.90 10.38 0.00 0.40 1.20 5.90 1.00000e+02
car_truck_or_van_carpooled_estimate_place_of_work_worked_outside_state_of_residence 5 1.00 7.04 12.78 0.00 0.00 1.40 7.10 1.00000e+02
total_estimate_workers_16_years_and_over_who_did_not_work_at_home 0 1.00 13443.54 8636.29 157.00 7012.00 12092.00 17895.00 5.22770e+04
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home 0 1.00 8897.67 6126.71 9.00 4168.00 7958.00 12078.00 4.29260e+04
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home 0 1.00 1216.84 1015.97 0.00 498.00 956.00 1640.00 8.35800e+03
public_transportation_excluding_taxicab_estimate_workers_16_years_and_over_who_did_not_work_at_home 0 1.00 2376.38 4295.44 0.00 331.00 885.00 2320.00 3.57480e+04
total_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_12_00_a_m_to_4_59_a_m 0 1.00 3.46 2.25 0.00 1.80 3.00 4.80 1.53000e+01
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_12_00_a_m_to_4_59_a_m 0 1.00 3.64 2.48 0.00 1.80 3.20 5.00 1.91000e+01
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_12_00_a_m_to_4_59_a_m 5 1.00 3.45 4.27 0.00 0.00 2.20 5.10 4.64000e+01
total_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_5_00_a_m_to_5_29_a_m 0 1.00 3.23 2.12 0.00 1.70 2.90 4.30 2.02000e+01
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_5_00_a_m_to_5_29_a_m 0 1.00 3.26 2.24 0.00 1.60 2.90 4.40 2.13000e+01
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_5_00_a_m_to_5_29_a_m 5 1.00 3.61 4.57 0.00 0.00 2.30 5.40 5.58000e+01
total_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_5_30_a_m_to_5_59_a_m 0 1.00 3.95 2.11 0.00 2.40 3.70 5.20 1.65000e+01
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_5_30_a_m_to_5_59_a_m 0 1.00 3.97 2.21 0.00 2.40 3.70 5.30 2.29000e+01
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_5_30_a_m_to_5_59_a_m 5 1.00 4.31 5.29 0.00 0.20 3.00 6.40 1.00000e+02
total_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_6_00_a_m_to_6_29_a_m 0 1.00 8.28 3.24 0.00 6.00 8.20 10.40 2.23000e+01
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_6_00_a_m_to_6_29_a_m 0 1.00 8.40 4.06 0.00 6.10 8.20 10.20 1.00000e+02
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_6_00_a_m_to_6_29_a_m 5 1.00 9.18 7.19 0.00 3.80 8.30 13.20 6.61000e+01
total_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_6_30_a_m_to_6_59_a_m 0 1.00 8.65 2.77 0.00 6.80 8.70 10.40 2.23000e+01
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_6_30_a_m_to_6_59_a_m 0 1.00 8.72 2.98 0.00 6.90 8.60 10.50 2.91000e+01
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_6_30_a_m_to_6_59_a_m 5 1.00 9.88 7.12 0.00 5.40 8.90 13.20 1.00000e+02
total_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_7_00_a_m_to_7_29_a_m 0 1.00 14.68 3.23 5.20 12.70 14.60 16.60 3.37000e+01
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_7_00_a_m_to_7_29_a_m 0 1.00 14.74 3.59 0.00 12.60 14.60 16.70 4.71000e+01
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_7_00_a_m_to_7_29_a_m 5 1.00 15.80 9.21 0.00 10.40 15.00 19.90 1.00000e+02
total_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_7_30_a_m_to_7_59_a_m 0 1.00 11.58 3.20 0.00 9.40 11.30 13.60 2.67000e+01
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_7_30_a_m_to_7_59_a_m 0 1.00 11.79 3.80 0.00 9.40 11.50 13.90 4.71000e+01
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_7_30_a_m_to_7_59_a_m 5 1.00 11.52 8.50 0.00 6.20 10.00 14.80 8.75000e+01
total_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_8_00_a_m_to_8_29_a_m 0 1.00 13.90 4.99 2.10 10.30 13.30 16.80 4.25000e+01
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_8_00_a_m_to_8_29_a_m 0 1.00 13.80 5.22 0.00 10.20 13.20 16.50 5.29000e+01
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_8_00_a_m_to_8_29_a_m 5 1.00 12.43 9.49 0.00 6.40 10.80 16.60 1.00000e+02
total_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_8_30_a_m_to_8_59_a_m 0 1.00 7.15 4.07 0.00 4.40 6.20 9.00 4.75000e+01
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_8_30_a_m_to_8_59_a_m 0 1.00 7.01 3.77 0.00 4.40 6.40 8.90 5.45000e+01
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_8_30_a_m_to_8_59_a_m 5 1.00 6.04 6.44 0.00 1.90 4.50 8.30 7.13000e+01
total_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_9_00_a_m_to_11_59_p_m 0 1.00 25.13 5.57 8.30 21.40 24.70 28.10 5.20000e+01
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_9_00_a_m_to_11_59_p_m 0 1.00 24.67 5.55 0.00 21.50 24.60 27.70 5.92000e+01
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_who_did_not_work_at_home_time_leaving_home_to_go_to_work_9_00_a_m_to_11_59_p_m 5 1.00 23.77 11.14 0.00 16.98 23.00 29.80 1.00000e+02
total_estimate_travel_time_to_work_less_than_10_minutes 0 1.00 8.40 4.13 0.00 5.60 7.80 10.60 4.09000e+01
car_truck_or_van_drove_alone_estimate_travel_time_to_work_less_than_10_minutes 0 1.00 7.98 4.68 0.00 5.10 7.50 10.30 1.00000e+02
car_truck_or_van_carpooled_estimate_travel_time_to_work_less_than_10_minutes 5 1.00 7.61 6.95 0.00 3.00 6.20 10.40 6.64000e+01
total_estimate_travel_time_to_work_10_to_14_minutes 0 1.00 10.58 4.02 0.40 7.80 10.40 13.00 2.69000e+01
car_truck_or_van_drove_alone_estimate_travel_time_to_work_10_to_14_minutes 0 1.00 11.24 4.23 0.00 8.30 11.10 13.80 2.81000e+01
car_truck_or_van_carpooled_estimate_travel_time_to_work_10_to_14_minutes 5 1.00 10.65 7.61 0.00 5.70 9.30 14.30 6.13000e+01
total_estimate_travel_time_to_work_15_to_19_minutes 0 1.00 12.73 4.17 0.00 10.00 12.50 15.30 3.70000e+01
car_truck_or_van_drove_alone_estimate_travel_time_to_work_15_to_19_minutes 0 1.00 14.02 4.52 0.00 11.30 13.70 16.60 5.29000e+01
car_truck_or_van_carpooled_estimate_travel_time_to_work_15_to_19_minutes 5 1.00 13.10 9.30 0.00 7.60 11.90 16.90 1.00000e+02
total_estimate_travel_time_to_work_20_to_24_minutes 0 1.00 13.68 3.99 1.40 11.10 13.60 16.10 3.24000e+01
car_truck_or_van_drove_alone_estimate_travel_time_to_work_20_to_24_minutes 0 1.00 15.18 4.35 0.00 12.60 15.00 17.70 4.55000e+01
car_truck_or_van_carpooled_estimate_travel_time_to_work_20_to_24_minutes 5 1.00 13.42 8.03 0.00 8.40 12.80 17.62 7.17000e+01
total_estimate_travel_time_to_work_25_to_29_minutes 0 1.00 5.98 2.11 0.00 4.60 5.80 7.20 1.99000e+01
car_truck_or_van_drove_alone_estimate_travel_time_to_work_25_to_29_minutes 0 1.00 6.58 2.44 0.00 5.10 6.40 7.90 2.36000e+01
car_truck_or_van_carpooled_estimate_travel_time_to_work_25_to_29_minutes 5 1.00 5.93 5.80 0.00 2.20 4.80 8.20 1.00000e+02
total_estimate_travel_time_to_work_30_to_34_minutes 0 1.00 16.28 4.51 3.40 13.30 16.00 18.90 4.07000e+01
car_truck_or_van_drove_alone_estimate_travel_time_to_work_30_to_34_minutes 0 1.00 17.17 4.97 0.00 13.90 16.80 20.00 4.21000e+01
car_truck_or_van_carpooled_estimate_travel_time_to_work_30_to_34_minutes 5 1.00 16.76 9.68 0.00 10.67 16.40 21.80 1.00000e+02
total_estimate_travel_time_to_work_35_to_44_minutes 0 1.00 8.56 3.09 0.00 6.60 8.20 10.30 2.69000e+01
car_truck_or_van_drove_alone_estimate_travel_time_to_work_35_to_44_minutes 0 1.00 8.66 3.38 0.00 6.60 8.40 10.40 3.10000e+01
car_truck_or_van_carpooled_estimate_travel_time_to_work_35_to_44_minutes 5 1.00 8.86 6.70 0.00 4.57 7.80 12.00 7.07000e+01
total_estimate_travel_time_to_work_45_to_59_minutes 0 1.00 10.90 4.40 0.00 7.90 10.40 13.50 2.97000e+01
car_truck_or_van_drove_alone_estimate_travel_time_to_work_45_to_59_minutes 0 1.00 10.13 4.37 0.00 7.40 9.80 12.40 5.45000e+01
car_truck_or_van_carpooled_estimate_travel_time_to_work_45_to_59_minutes 5 1.00 11.33 8.15 0.00 6.10 10.10 15.30 7.50000e+01
total_estimate_travel_time_to_work_60_or_more_minutes 0 1.00 12.89 7.61 0.00 7.60 11.20 16.50 4.99000e+01
car_truck_or_van_drove_alone_estimate_travel_time_to_work_60_or_more_minutes 0 1.00 9.04 5.39 0.00 5.30 8.10 11.60 4.71000e+01
car_truck_or_van_carpooled_estimate_travel_time_to_work_60_or_more_minutes 5 1.00 12.33 9.96 0.00 5.68 10.70 17.00 1.00000e+02
total_estimate_workers_16_years_and_over_in_households 0 1.00 14033.18 8981.71 157.00 7339.00 12736.00 18722.00 5.28780e+04
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_in_households 0 1.00 8883.58 6124.92 9.00 4144.00 7951.00 12072.00 4.29260e+04
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_in_households 0 1.00 1212.42 1015.60 0.00 489.00 953.00 1633.00 8.35800e+03
public_transportation_excluding_taxicab_estimate_workers_16_years_and_over_in_households 0 1.00 2361.32 4278.90 0.00 327.00 880.00 2303.00 3.57320e+04
total_estimate_workers_16_years_and_over_in_households_housing_tenure_owner_occupied_housing_units 0 1.00 60.43 22.37 0.00 44.30 63.30 79.10 9.88000e+01
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_in_households_housing_tenure_owner_occupied_housing_units 0 1.00 63.52 20.62 0.00 50.30 66.20 80.00 1.00000e+02
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_in_households_housing_tenure_owner_occupied_housing_units 5 1.00 59.16 22.92 0.00 43.48 59.60 77.20 1.00000e+02
total_estimate_workers_16_years_and_over_in_households_housing_tenure_renter_occupied_housing_units 0 1.00 39.57 22.37 1.20 20.90 36.70 55.70 1.00000e+02
car_truck_or_van_drove_alone_estimate_workers_16_years_and_over_in_households_housing_tenure_renter_occupied_housing_units 0 1.00 36.48 20.62 0.00 20.00 33.80 49.70 1.00000e+02
car_truck_or_van_carpooled_estimate_workers_16_years_and_over_in_households_housing_tenure_renter_occupied_housing_units 5 1.00 40.84 22.92 0.00 22.80 40.40 56.52 1.00000e+02
total_estimate_vehicles_available_no_vehicle_available 0 1.00 9.16 15.66 0.00 1.40 3.10 7.60 8.44000e+01
car_truck_or_van_drove_alone_estimate_vehicles_available_no_vehicle_available 0 1.00 2.48 4.79 0.00 0.70 1.20 2.10 5.69000e+01
car_truck_or_van_carpooled_estimate_vehicles_available_no_vehicle_available 5 1.00 7.21 11.53 0.00 0.40 3.30 8.30 1.00000e+02
total_estimate_vehicles_available_1_vehicle_available 0 1.00 25.49 11.48 1.50 16.40 24.10 33.40 7.14000e+01
car_truck_or_van_drove_alone_estimate_vehicles_available_1_vehicle_available 0 1.00 26.87 15.98 0.00 15.10 22.70 34.00 1.00000e+02
car_truck_or_van_carpooled_estimate_vehicles_available_1_vehicle_available 5 1.00 27.81 16.05 0.00 16.20 26.10 37.70 1.00000e+02
total_estimate_vehicles_available_2_vehicles_available 0 1.00 38.91 12.21 0.00 34.70 41.50 46.60 6.92000e+01
car_truck_or_van_drove_alone_estimate_vehicles_available_2_vehicles_available 0 1.00 42.13 10.10 0.00 38.40 43.50 48.10 1.00000e+02
car_truck_or_van_carpooled_estimate_vehicles_available_2_vehicles_available 5 1.00 37.73 14.36 0.00 29.90 37.90 46.40 1.00000e+02
total_estimate_vehicles_available_3_or_more_vehicles_available 0 1.00 26.44 13.73 0.00 16.30 27.80 36.10 7.16000e+01
car_truck_or_van_drove_alone_estimate_vehicles_available_3_or_more_vehicles_available 0 1.00 28.51 13.57 0.00 19.00 30.20 37.90 7.72000e+01
car_truck_or_van_carpooled_estimate_vehicles_available_3_or_more_vehicles_available 5 1.00 27.25 16.18 0.00 14.88 27.20 38.30 1.00000e+02
total_estimate_percent_imputed_means_of_transportation_to_work 0 1.00 8.56 3.13 0.00 6.50 8.00 9.90 2.83000e+01
total_estimate_percent_imputed_time_leaving_home_to_go_to_work 0 1.00 17.67 5.44 5.70 14.00 16.60 20.00 4.73000e+01
total_estimate_percent_imputed_travel_time_to_work 0 1.00 13.16 4.76 0.00 9.90 12.30 15.20 3.58000e+01
total_estimate_percent_imputed_vehicles_available 0 1.00 1.12 1.02 0.00 0.50 0.90 1.40 1.16000e+01

Footnotes

  1. Jan Diehm. (2018). Gayborhoods [Data set]. The Pudding, data.world. https://data.world/the-pudding/gayborhoods. Accessed 10 April 2023.↩︎